Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
#!unzip -o processed_celeba_small.zip

Archive:  processed_celeba_small.zip
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
import os
from torch.utils.data import DataLoader

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    transform = transforms.Compose([transforms.Resize(image_size), # resize to 128x128
                                    transforms.ToTensor()])
    
    image_path = './' + data_dir
    train_path = os.path.join(image_path, 'celeba')
    #test_path = os.path.join(image_path, 'test_{}'.format(image_type))
    
    train_dataset = datasets.ImageFolder(train_path, transform)
    
    
    train_loader = DataLoader(dataset = train_dataset, batch_size=batch_size, shuffle = True, num_workers=0)

    
    return train_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 32
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    
    x = x*(max-min)+min
    
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-1.)
Max:  tensor(0.5294)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def convolution(input_channels, output_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    
    layers = []
    convolution_layer = nn.Conv2d(input_channels, output_channels, 
                           kernel_size, stride, padding, bias=False)
    
    # appending conv layer
    layers.append(convolution_layer)

    # appending batchnorm layer
    if batch_norm:
        layers.append(nn.BatchNorm2d(output_channels))
     
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        self.conv1 = convolution(3, conv_dim, 4, batch_norm=False)   #after image_size = 16*16
        self.conv2 = convolution(conv_dim, conv_dim*2, 4)            #after image_size = 8*8
        self.conv3 = convolution(conv_dim*2, conv_dim*4, 4)          #after image_size = 4*4
        self.conv4 = convolution(conv_dim*4, conv_dim*8, 4)          #after image_size = 2*2

        self.dropout = nn.Dropout(0.5)
        
        
        self.fc = nn.Linear(conv_dim*8*2*2, 1)
        
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x = F.leaky_relu(self.conv1(x), 0.2)
        x = F.leaky_relu(self.conv2(x), 0.2)
        x = F.leaky_relu(self.conv3(x), 0.2)
        x = F.leaky_relu(self.conv4(x), 0.2)
        
        out = x.view(-1, self.conv_dim*8*2*2)
        
        out = self.fc(out)
        out = self.dropout(out)
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(input_channels, output_channels, kernel_size, stride=2, padding=1, batch_norm=True):

    # creating a sequence of transpose + optional batch norm layers
    layers = []
    transpose_convolution_layer = nn.ConvTranspose2d(input_channels, output_channels, 
                                              kernel_size, stride, padding, bias=False)
    # appending transpose convolutional layer
    layers.append(transpose_convolution_layer)
    
    # appending batchnorm layer
    if batch_norm:
        layers.append(nn.BatchNorm2d(output_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        # complete init function
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)

        # transpose conv layers
        #self.t_conv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.transpose_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.transpose_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.transpose_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4) # (batch_size, depth, 2, 2)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.transpose_conv1(out))
        out = F.relu(self.transpose_conv2(out))
        
        # last layer + tanh activation
        out = self.transpose_conv3(out)
        out = F.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    if classname.find('Linear') != -1:
        m.weight.data.uniform_(0.0, 0.02)
        m.bias.data.fill_(0)
        
    if classname.find('Conv') != -1:
        m.weight.data.uniform_(0.0, 0.02)
    
    # TODO: Apply initial weights to convolutional and linear layers
    
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim =32
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (dropout): Dropout(p=0.5)
  (fc): Linear(in_features=1024, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=4096, bias=True)
  (transpose_conv1): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (transpose_conv2): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (transpose_conv3): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size)*0.9
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    
    loss = criterion(D_out.squeeze(), labels)
    
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
        
    criterion = nn.BCEWithLogitsLoss()
    
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# Create optimizers for the discriminator D and generator G
    
d_optimizer = optim.Adam(D.parameters(), 0.0002, [0.1, 0.999])
g_optimizer = optim.Adam(G.parameters(), 0.0002, [0.1, 0.999])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            
            if train_on_gpu:
                real_images = real_images.cuda()
            
                
            d_out = D(real_images)
            d_real_loss = real_loss(d_out)
            
            #fake images
            fake = np.random.uniform(-1, 1, size=(batch_size, z_size))
            fake = torch.from_numpy(fake).float()
            if train_on_gpu:
                fake=fake.cuda()
                
            fake_images = G(fake)
            
            D_fake = D(fake_images)    
            d_fake_loss = fake_loss(D_fake)
            
            d_loss = d_real_loss + d_fake_loss
            
            d_loss.backward()
            d_optimizer.step()
                       
            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            fake = np.random.uniform(-1,1, size=(batch_size, z_size))
            fake = torch.from_numpy(fake).float()
            
            if train_on_gpu:
                fake = fake.cuda()
            
            fake_images = G(fake)            
            D_fake = D(fake_images)            
            g_loss = real_loss(D_fake)      
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 50


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   50] | d_loss: 4.4171 | g_loss: 0.9883
Epoch [    1/   50] | d_loss: 1.4309 | g_loss: 0.7532
Epoch [    1/   50] | d_loss: 1.6374 | g_loss: 0.6334
Epoch [    1/   50] | d_loss: 1.3730 | g_loss: 0.6916
Epoch [    1/   50] | d_loss: 1.3299 | g_loss: 0.7831
Epoch [    1/   50] | d_loss: 1.3865 | g_loss: 0.7147
Epoch [    1/   50] | d_loss: 1.3084 | g_loss: 0.8086
Epoch [    1/   50] | d_loss: 1.2082 | g_loss: 0.9464
Epoch [    1/   50] | d_loss: 1.3149 | g_loss: 0.8398
Epoch [    1/   50] | d_loss: 1.1776 | g_loss: 1.0896
Epoch [    1/   50] | d_loss: 1.0562 | g_loss: 1.3063
Epoch [    1/   50] | d_loss: 1.2192 | g_loss: 1.0113
Epoch [    1/   50] | d_loss: 1.1933 | g_loss: 1.1121
Epoch [    1/   50] | d_loss: 1.2869 | g_loss: 1.0387
Epoch [    1/   50] | d_loss: 1.1284 | g_loss: 0.9756
Epoch [    1/   50] | d_loss: 1.2343 | g_loss: 0.9156
Epoch [    1/   50] | d_loss: 1.2755 | g_loss: 1.1183
Epoch [    1/   50] | d_loss: 1.4273 | g_loss: 1.1558
Epoch [    1/   50] | d_loss: 1.2818 | g_loss: 1.1477
Epoch [    1/   50] | d_loss: 1.2529 | g_loss: 0.8944
Epoch [    1/   50] | d_loss: 1.2003 | g_loss: 0.8119
Epoch [    1/   50] | d_loss: 1.4295 | g_loss: 1.1861
Epoch [    1/   50] | d_loss: 1.3616 | g_loss: 0.6712
Epoch [    1/   50] | d_loss: 1.2775 | g_loss: 1.1087
Epoch [    1/   50] | d_loss: 1.3728 | g_loss: 1.3247
Epoch [    1/   50] | d_loss: 1.2893 | g_loss: 0.8305
Epoch [    1/   50] | d_loss: 1.2602 | g_loss: 0.8698
Epoch [    1/   50] | d_loss: 1.3764 | g_loss: 0.8255
Epoch [    1/   50] | d_loss: 1.3620 | g_loss: 0.8435
Epoch [    1/   50] | d_loss: 1.3991 | g_loss: 0.7421
Epoch [    1/   50] | d_loss: 1.2839 | g_loss: 0.7780
Epoch [    1/   50] | d_loss: 1.2156 | g_loss: 0.9730
Epoch [    1/   50] | d_loss: 1.4125 | g_loss: 0.7267
Epoch [    1/   50] | d_loss: 1.2923 | g_loss: 0.9106
Epoch [    1/   50] | d_loss: 1.3657 | g_loss: 0.7962
Epoch [    1/   50] | d_loss: 1.3333 | g_loss: 0.7883
Epoch [    2/   50] | d_loss: 1.2607 | g_loss: 0.9386
Epoch [    2/   50] | d_loss: 1.3317 | g_loss: 0.8986
Epoch [    2/   50] | d_loss: 1.2905 | g_loss: 0.9483
Epoch [    2/   50] | d_loss: 1.4622 | g_loss: 1.1178
Epoch [    2/   50] | d_loss: 1.3675 | g_loss: 0.8028
Epoch [    2/   50] | d_loss: 1.2180 | g_loss: 0.8699
Epoch [    2/   50] | d_loss: 1.3053 | g_loss: 1.0762
Epoch [    2/   50] | d_loss: 1.2406 | g_loss: 0.8371
Epoch [    2/   50] | d_loss: 1.4340 | g_loss: 0.9239
Epoch [    2/   50] | d_loss: 1.3443 | g_loss: 1.0953
Epoch [    2/   50] | d_loss: 1.3321 | g_loss: 0.8093
Epoch [    2/   50] | d_loss: 1.2855 | g_loss: 1.0409
Epoch [    2/   50] | d_loss: 1.2993 | g_loss: 0.8167
Epoch [    2/   50] | d_loss: 1.1690 | g_loss: 0.8332
Epoch [    2/   50] | d_loss: 1.2827 | g_loss: 0.9148
Epoch [    2/   50] | d_loss: 1.2421 | g_loss: 0.7364
Epoch [    2/   50] | d_loss: 1.2890 | g_loss: 1.0561
Epoch [    2/   50] | d_loss: 1.2450 | g_loss: 0.9359
Epoch [    2/   50] | d_loss: 1.3991 | g_loss: 0.9651
Epoch [    2/   50] | d_loss: 1.3725 | g_loss: 0.8072
Epoch [    2/   50] | d_loss: 1.2291 | g_loss: 1.0382
Epoch [    2/   50] | d_loss: 1.2548 | g_loss: 0.8509
Epoch [    2/   50] | d_loss: 1.3268 | g_loss: 0.9923
Epoch [    2/   50] | d_loss: 1.3157 | g_loss: 0.8237
Epoch [    2/   50] | d_loss: 1.1832 | g_loss: 0.7953
Epoch [    2/   50] | d_loss: 1.4132 | g_loss: 1.1221
Epoch [    2/   50] | d_loss: 1.2830 | g_loss: 0.9128
Epoch [    2/   50] | d_loss: 1.2136 | g_loss: 1.0521
Epoch [    2/   50] | d_loss: 1.1691 | g_loss: 1.1674
Epoch [    2/   50] | d_loss: 1.3363 | g_loss: 0.9497
Epoch [    2/   50] | d_loss: 1.2822 | g_loss: 0.8643
Epoch [    2/   50] | d_loss: 1.2287 | g_loss: 1.0096
Epoch [    2/   50] | d_loss: 1.3361 | g_loss: 0.9802
Epoch [    2/   50] | d_loss: 1.3562 | g_loss: 0.7847
Epoch [    2/   50] | d_loss: 1.2875 | g_loss: 0.8809
Epoch [    2/   50] | d_loss: 1.2009 | g_loss: 0.7630
Epoch [    3/   50] | d_loss: 1.3431 | g_loss: 0.9736
Epoch [    3/   50] | d_loss: 1.3868 | g_loss: 0.7509
Epoch [    3/   50] | d_loss: 1.2942 | g_loss: 0.7276
Epoch [    3/   50] | d_loss: 1.2726 | g_loss: 0.9843
Epoch [    3/   50] | d_loss: 1.3451 | g_loss: 1.0060
Epoch [    3/   50] | d_loss: 1.1559 | g_loss: 1.0708
Epoch [    3/   50] | d_loss: 1.3978 | g_loss: 1.1576
Epoch [    3/   50] | d_loss: 1.2364 | g_loss: 0.9622
Epoch [    3/   50] | d_loss: 1.4801 | g_loss: 0.6342
Epoch [    3/   50] | d_loss: 1.2719 | g_loss: 0.9482
Epoch [    3/   50] | d_loss: 1.1708 | g_loss: 0.7670
Epoch [    3/   50] | d_loss: 1.2453 | g_loss: 0.8321
Epoch [    3/   50] | d_loss: 1.2749 | g_loss: 1.0459
Epoch [    3/   50] | d_loss: 1.2804 | g_loss: 0.8487
Epoch [    3/   50] | d_loss: 1.3127 | g_loss: 0.8722
Epoch [    3/   50] | d_loss: 1.3918 | g_loss: 0.9202
Epoch [    3/   50] | d_loss: 1.2126 | g_loss: 0.7725
Epoch [    3/   50] | d_loss: 1.2828 | g_loss: 0.8666
Epoch [    3/   50] | d_loss: 1.3334 | g_loss: 1.0981
Epoch [    3/   50] | d_loss: 1.3071 | g_loss: 0.7902
Epoch [    3/   50] | d_loss: 1.3081 | g_loss: 0.8868
Epoch [    3/   50] | d_loss: 1.2760 | g_loss: 1.0177
Epoch [    3/   50] | d_loss: 1.2224 | g_loss: 0.7650
Epoch [    3/   50] | d_loss: 1.2357 | g_loss: 0.8943
Epoch [    3/   50] | d_loss: 1.2448 | g_loss: 0.9365
Epoch [    3/   50] | d_loss: 1.3349 | g_loss: 0.7345
Epoch [    3/   50] | d_loss: 1.2150 | g_loss: 0.9149
Epoch [    3/   50] | d_loss: 1.4157 | g_loss: 0.7833
Epoch [    3/   50] | d_loss: 1.3442 | g_loss: 0.8158
Epoch [    3/   50] | d_loss: 1.2521 | g_loss: 1.0208
Epoch [    3/   50] | d_loss: 1.2658 | g_loss: 1.0740
Epoch [    3/   50] | d_loss: 1.3169 | g_loss: 0.7865
Epoch [    3/   50] | d_loss: 1.2734 | g_loss: 0.9480
Epoch [    3/   50] | d_loss: 1.3001 | g_loss: 0.9545
Epoch [    3/   50] | d_loss: 1.3528 | g_loss: 1.0940
Epoch [    3/   50] | d_loss: 1.2950 | g_loss: 1.0971
Epoch [    4/   50] | d_loss: 1.1668 | g_loss: 1.0502
Epoch [    4/   50] | d_loss: 1.3191 | g_loss: 1.1173
Epoch [    4/   50] | d_loss: 1.1550 | g_loss: 0.9899
Epoch [    4/   50] | d_loss: 1.3716 | g_loss: 0.9787
Epoch [    4/   50] | d_loss: 1.2536 | g_loss: 0.9291
Epoch [    4/   50] | d_loss: 1.3633 | g_loss: 0.5668
Epoch [    4/   50] | d_loss: 1.1974 | g_loss: 0.9317
Epoch [    4/   50] | d_loss: 1.3271 | g_loss: 1.0021
Epoch [    4/   50] | d_loss: 1.2546 | g_loss: 1.2087
Epoch [    4/   50] | d_loss: 1.1599 | g_loss: 0.9620
Epoch [    4/   50] | d_loss: 1.1523 | g_loss: 0.9960
Epoch [    4/   50] | d_loss: 1.2250 | g_loss: 0.7794
Epoch [    4/   50] | d_loss: 1.2613 | g_loss: 1.0915
Epoch [    4/   50] | d_loss: 1.2776 | g_loss: 1.3187
Epoch [    4/   50] | d_loss: 1.3662 | g_loss: 0.8401
Epoch [    4/   50] | d_loss: 1.2372 | g_loss: 0.8620
Epoch [    4/   50] | d_loss: 1.4710 | g_loss: 1.1213
Epoch [    4/   50] | d_loss: 1.2370 | g_loss: 0.7940
Epoch [    4/   50] | d_loss: 1.2851 | g_loss: 0.9069
Epoch [    4/   50] | d_loss: 1.2988 | g_loss: 1.1562
Epoch [    4/   50] | d_loss: 1.2639 | g_loss: 1.3567
Epoch [    4/   50] | d_loss: 1.2630 | g_loss: 1.0086
Epoch [    4/   50] | d_loss: 1.2515 | g_loss: 0.7563
Epoch [    4/   50] | d_loss: 1.3172 | g_loss: 1.1315
Epoch [    4/   50] | d_loss: 1.1383 | g_loss: 0.7772
Epoch [    4/   50] | d_loss: 1.1486 | g_loss: 0.9504
Epoch [    4/   50] | d_loss: 1.2440 | g_loss: 1.0040
Epoch [    4/   50] | d_loss: 1.2501 | g_loss: 0.9634
Epoch [    4/   50] | d_loss: 1.4135 | g_loss: 1.0144
Epoch [    4/   50] | d_loss: 1.2376 | g_loss: 1.1413
Epoch [    4/   50] | d_loss: 1.1914 | g_loss: 0.7315
Epoch [    4/   50] | d_loss: 1.2314 | g_loss: 0.8891
Epoch [    4/   50] | d_loss: 1.2276 | g_loss: 0.9404
Epoch [    4/   50] | d_loss: 1.1541 | g_loss: 0.8423
Epoch [    4/   50] | d_loss: 1.2388 | g_loss: 0.7426
Epoch [    4/   50] | d_loss: 1.2947 | g_loss: 1.0188
Epoch [    5/   50] | d_loss: 1.2428 | g_loss: 0.9761
Epoch [    5/   50] | d_loss: 1.1075 | g_loss: 1.1916
Epoch [    5/   50] | d_loss: 1.2363 | g_loss: 0.7708
Epoch [    5/   50] | d_loss: 1.2775 | g_loss: 0.7619
Epoch [    5/   50] | d_loss: 1.1223 | g_loss: 0.8423
Epoch [    5/   50] | d_loss: 1.1583 | g_loss: 0.9121
Epoch [    5/   50] | d_loss: 1.3129 | g_loss: 0.9982
Epoch [    5/   50] | d_loss: 1.2798 | g_loss: 1.3171
Epoch [    5/   50] | d_loss: 1.2043 | g_loss: 0.9135
Epoch [    5/   50] | d_loss: 1.1553 | g_loss: 1.0145
Epoch [    5/   50] | d_loss: 1.1266 | g_loss: 1.0231
Epoch [    5/   50] | d_loss: 1.1909 | g_loss: 0.7650
Epoch [    5/   50] | d_loss: 1.1732 | g_loss: 0.7814
Epoch [    5/   50] | d_loss: 1.1110 | g_loss: 0.9598
Epoch [    5/   50] | d_loss: 1.2476 | g_loss: 0.8691
Epoch [    5/   50] | d_loss: 1.2329 | g_loss: 0.9247
Epoch [    5/   50] | d_loss: 1.2439 | g_loss: 1.0241
Epoch [    5/   50] | d_loss: 1.4201 | g_loss: 1.3775
Epoch [    5/   50] | d_loss: 1.2022 | g_loss: 0.7820
Epoch [    5/   50] | d_loss: 1.2420 | g_loss: 0.9366
Epoch [    5/   50] | d_loss: 1.2464 | g_loss: 0.9944
Epoch [    5/   50] | d_loss: 1.3492 | g_loss: 0.7958
Epoch [    5/   50] | d_loss: 1.1693 | g_loss: 0.8187
Epoch [    5/   50] | d_loss: 1.2279 | g_loss: 1.2453
Epoch [    5/   50] | d_loss: 1.2621 | g_loss: 1.0793
Epoch [    5/   50] | d_loss: 1.2660 | g_loss: 0.7220
Epoch [    5/   50] | d_loss: 1.2266 | g_loss: 0.9322
Epoch [    5/   50] | d_loss: 1.2799 | g_loss: 0.8997
Epoch [    5/   50] | d_loss: 1.1434 | g_loss: 1.0115
Epoch [    5/   50] | d_loss: 1.3280 | g_loss: 0.8484
Epoch [    5/   50] | d_loss: 1.1738 | g_loss: 0.8975
Epoch [    5/   50] | d_loss: 1.3852 | g_loss: 0.8629
Epoch [    5/   50] | d_loss: 1.1524 | g_loss: 1.1221
Epoch [    5/   50] | d_loss: 1.2775 | g_loss: 0.9898
Epoch [    5/   50] | d_loss: 1.2130 | g_loss: 1.0210
Epoch [    5/   50] | d_loss: 1.2465 | g_loss: 0.8030
Epoch [    6/   50] | d_loss: 1.9856 | g_loss: 1.1020
Epoch [    6/   50] | d_loss: 1.2366 | g_loss: 1.0442
Epoch [    6/   50] | d_loss: 1.3439 | g_loss: 1.0141
Epoch [    6/   50] | d_loss: 1.1964 | g_loss: 0.9144
Epoch [    6/   50] | d_loss: 1.1563 | g_loss: 0.9172
Epoch [    6/   50] | d_loss: 1.1361 | g_loss: 0.9507
Epoch [    6/   50] | d_loss: 1.3877 | g_loss: 0.9034
Epoch [    6/   50] | d_loss: 1.3480 | g_loss: 0.9632
Epoch [    6/   50] | d_loss: 1.4401 | g_loss: 0.7446
Epoch [    6/   50] | d_loss: 1.3815 | g_loss: 0.9889
Epoch [    6/   50] | d_loss: 1.1342 | g_loss: 1.0112
Epoch [    6/   50] | d_loss: 1.2515 | g_loss: 1.2030
Epoch [    6/   50] | d_loss: 1.2797 | g_loss: 0.8677
Epoch [    6/   50] | d_loss: 1.1425 | g_loss: 0.9822
Epoch [    6/   50] | d_loss: 1.3440 | g_loss: 0.7016
Epoch [    6/   50] | d_loss: 1.2133 | g_loss: 1.2864
Epoch [    6/   50] | d_loss: 1.3925 | g_loss: 1.0597
Epoch [    6/   50] | d_loss: 1.1801 | g_loss: 1.3815
Epoch [    6/   50] | d_loss: 1.3128 | g_loss: 0.8632
Epoch [    6/   50] | d_loss: 1.2484 | g_loss: 0.9100
Epoch [    6/   50] | d_loss: 1.4276 | g_loss: 1.1646
Epoch [    6/   50] | d_loss: 1.3353 | g_loss: 1.2460
Epoch [    6/   50] | d_loss: 1.1715 | g_loss: 1.1307
Epoch [    6/   50] | d_loss: 1.2068 | g_loss: 0.8988
Epoch [    6/   50] | d_loss: 1.2582 | g_loss: 1.0891
Epoch [    6/   50] | d_loss: 1.3119 | g_loss: 0.7888
Epoch [    6/   50] | d_loss: 1.1247 | g_loss: 1.3139
Epoch [    6/   50] | d_loss: 1.2178 | g_loss: 0.9198
Epoch [    6/   50] | d_loss: 1.1259 | g_loss: 0.8792
Epoch [    6/   50] | d_loss: 1.2679 | g_loss: 1.2746
Epoch [    6/   50] | d_loss: 1.3706 | g_loss: 0.9177
Epoch [    6/   50] | d_loss: 1.4680 | g_loss: 0.7700
Epoch [    6/   50] | d_loss: 1.1246 | g_loss: 0.9641
Epoch [    6/   50] | d_loss: 1.2696 | g_loss: 1.1518
Epoch [    6/   50] | d_loss: 1.2975 | g_loss: 0.7904
Epoch [    6/   50] | d_loss: 1.3005 | g_loss: 1.0538
Epoch [    7/   50] | d_loss: 1.1469 | g_loss: 1.0783
Epoch [    7/   50] | d_loss: 1.2609 | g_loss: 0.9878
Epoch [    7/   50] | d_loss: 1.1590 | g_loss: 0.8695
Epoch [    7/   50] | d_loss: 1.1020 | g_loss: 1.0856
Epoch [    7/   50] | d_loss: 1.2024 | g_loss: 0.9280
Epoch [    7/   50] | d_loss: 1.0710 | g_loss: 0.7018
Epoch [    7/   50] | d_loss: 1.1425 | g_loss: 0.8512
Epoch [    7/   50] | d_loss: 1.3176 | g_loss: 0.8957
Epoch [    7/   50] | d_loss: 1.1031 | g_loss: 0.9699
Epoch [    7/   50] | d_loss: 1.1440 | g_loss: 0.8829
Epoch [    7/   50] | d_loss: 1.2911 | g_loss: 1.0919
Epoch [    7/   50] | d_loss: 1.3825 | g_loss: 0.6661
Epoch [    7/   50] | d_loss: 1.4003 | g_loss: 0.6346
Epoch [    7/   50] | d_loss: 1.2942 | g_loss: 0.9346
Epoch [    7/   50] | d_loss: 1.3562 | g_loss: 0.8303
Epoch [    7/   50] | d_loss: 1.1827 | g_loss: 0.7073
Epoch [    7/   50] | d_loss: 1.2018 | g_loss: 0.6852
Epoch [    7/   50] | d_loss: 1.2098 | g_loss: 0.8956
Epoch [    7/   50] | d_loss: 1.3196 | g_loss: 0.7433
Epoch [    7/   50] | d_loss: 1.2544 | g_loss: 1.3795
Epoch [    7/   50] | d_loss: 1.1858 | g_loss: 1.0360
Epoch [    7/   50] | d_loss: 1.2608 | g_loss: 0.7905
Epoch [    7/   50] | d_loss: 1.2808 | g_loss: 1.1546
Epoch [    7/   50] | d_loss: 1.2628 | g_loss: 0.8822
Epoch [    7/   50] | d_loss: 1.1481 | g_loss: 1.1308
Epoch [    7/   50] | d_loss: 1.2986 | g_loss: 0.9594
Epoch [    7/   50] | d_loss: 1.2867 | g_loss: 0.8256
Epoch [    7/   50] | d_loss: 1.2724 | g_loss: 1.0345
Epoch [    7/   50] | d_loss: 1.4382 | g_loss: 1.4221
Epoch [    7/   50] | d_loss: 1.2860 | g_loss: 0.9845
Epoch [    7/   50] | d_loss: 1.1197 | g_loss: 0.9617
Epoch [    7/   50] | d_loss: 1.0718 | g_loss: 0.9112
Epoch [    7/   50] | d_loss: 1.5318 | g_loss: 0.6778
Epoch [    7/   50] | d_loss: 1.2141 | g_loss: 0.9387
Epoch [    7/   50] | d_loss: 1.4121 | g_loss: 0.7697
Epoch [    7/   50] | d_loss: 1.2815 | g_loss: 0.9301
Epoch [    8/   50] | d_loss: 1.4352 | g_loss: 0.7149
Epoch [    8/   50] | d_loss: 1.2170 | g_loss: 0.6430
Epoch [    8/   50] | d_loss: 1.4171 | g_loss: 0.6568
Epoch [    8/   50] | d_loss: 1.1982 | g_loss: 0.7485
Epoch [    8/   50] | d_loss: 1.1966 | g_loss: 0.9640
Epoch [    8/   50] | d_loss: 1.2919 | g_loss: 0.9537
Epoch [    8/   50] | d_loss: 1.2438 | g_loss: 1.0498
Epoch [    8/   50] | d_loss: 1.2899 | g_loss: 1.3499
Epoch [    8/   50] | d_loss: 1.4362 | g_loss: 1.2570
Epoch [    8/   50] | d_loss: 1.3398 | g_loss: 1.1124
Epoch [    8/   50] | d_loss: 1.1981 | g_loss: 0.7453
Epoch [    8/   50] | d_loss: 1.2873 | g_loss: 0.9474
Epoch [    8/   50] | d_loss: 1.2446 | g_loss: 0.7901
Epoch [    8/   50] | d_loss: 1.2566 | g_loss: 1.0362
Epoch [    8/   50] | d_loss: 1.2554 | g_loss: 0.7534
Epoch [    8/   50] | d_loss: 1.2651 | g_loss: 1.3305
Epoch [    8/   50] | d_loss: 1.4165 | g_loss: 1.1844
Epoch [    8/   50] | d_loss: 1.1389 | g_loss: 1.0113
Epoch [    8/   50] | d_loss: 1.2538 | g_loss: 0.9085
Epoch [    8/   50] | d_loss: 1.1926 | g_loss: 1.1931
Epoch [    8/   50] | d_loss: 1.2636 | g_loss: 1.1247
Epoch [    8/   50] | d_loss: 1.3569 | g_loss: 0.9172
Epoch [    8/   50] | d_loss: 1.4004 | g_loss: 0.7971
Epoch [    8/   50] | d_loss: 1.2531 | g_loss: 0.7980
Epoch [    8/   50] | d_loss: 1.1711 | g_loss: 0.9573
Epoch [    8/   50] | d_loss: 1.2179 | g_loss: 1.2569
Epoch [    8/   50] | d_loss: 1.2056 | g_loss: 0.8289
Epoch [    8/   50] | d_loss: 1.1933 | g_loss: 1.4613
Epoch [    8/   50] | d_loss: 1.2757 | g_loss: 1.0630
Epoch [    8/   50] | d_loss: 1.2297 | g_loss: 1.0942
Epoch [    8/   50] | d_loss: 1.2417 | g_loss: 0.9225
Epoch [    8/   50] | d_loss: 1.2842 | g_loss: 0.8248
Epoch [    8/   50] | d_loss: 1.1678 | g_loss: 1.2089
Epoch [    8/   50] | d_loss: 1.0917 | g_loss: 1.1275
Epoch [    8/   50] | d_loss: 1.2606 | g_loss: 0.7550
Epoch [    8/   50] | d_loss: 1.1202 | g_loss: 0.7016
Epoch [    9/   50] | d_loss: 1.3872 | g_loss: 1.1549
Epoch [    9/   50] | d_loss: 1.1314 | g_loss: 1.0315
Epoch [    9/   50] | d_loss: 1.5023 | g_loss: 0.9655
Epoch [    9/   50] | d_loss: 1.0653 | g_loss: 1.1987
Epoch [    9/   50] | d_loss: 1.2190 | g_loss: 1.0059
Epoch [    9/   50] | d_loss: 1.0504 | g_loss: 1.5029
Epoch [    9/   50] | d_loss: 1.1390 | g_loss: 0.9277
Epoch [    9/   50] | d_loss: 1.1685 | g_loss: 1.2379
Epoch [    9/   50] | d_loss: 1.2135 | g_loss: 1.0872
Epoch [    9/   50] | d_loss: 1.0961 | g_loss: 1.0824
Epoch [    9/   50] | d_loss: 1.3089 | g_loss: 0.9613
Epoch [    9/   50] | d_loss: 1.3909 | g_loss: 1.4232
Epoch [    9/   50] | d_loss: 1.1632 | g_loss: 1.4404
Epoch [    9/   50] | d_loss: 1.3735 | g_loss: 0.7200
Epoch [    9/   50] | d_loss: 1.3127 | g_loss: 1.0499
Epoch [    9/   50] | d_loss: 1.2568 | g_loss: 0.8822
Epoch [    9/   50] | d_loss: 1.4691 | g_loss: 0.6885
Epoch [    9/   50] | d_loss: 1.0956 | g_loss: 0.9844
Epoch [    9/   50] | d_loss: 1.3425 | g_loss: 0.8022
Epoch [    9/   50] | d_loss: 1.1571 | g_loss: 1.0030
Epoch [    9/   50] | d_loss: 1.3222 | g_loss: 0.7990
Epoch [    9/   50] | d_loss: 1.1974 | g_loss: 1.0735
Epoch [    9/   50] | d_loss: 1.1291 | g_loss: 0.8951
Epoch [    9/   50] | d_loss: 1.3602 | g_loss: 0.8547
Epoch [    9/   50] | d_loss: 1.1376 | g_loss: 0.8802
Epoch [    9/   50] | d_loss: 1.1335 | g_loss: 1.1088
Epoch [    9/   50] | d_loss: 1.0330 | g_loss: 0.7502
Epoch [    9/   50] | d_loss: 1.2438 | g_loss: 0.9556
Epoch [    9/   50] | d_loss: 1.3659 | g_loss: 0.8901
Epoch [    9/   50] | d_loss: 1.1740 | g_loss: 0.9403
Epoch [    9/   50] | d_loss: 1.4290 | g_loss: 1.0214
Epoch [    9/   50] | d_loss: 1.2784 | g_loss: 1.3458
Epoch [    9/   50] | d_loss: 1.3605 | g_loss: 0.7401
Epoch [    9/   50] | d_loss: 1.0162 | g_loss: 1.3532
Epoch [    9/   50] | d_loss: 1.2331 | g_loss: 1.1025
Epoch [    9/   50] | d_loss: 1.2437 | g_loss: 1.3374
Epoch [   10/   50] | d_loss: 1.1278 | g_loss: 1.4456
Epoch [   10/   50] | d_loss: 1.1178 | g_loss: 0.9483
Epoch [   10/   50] | d_loss: 1.1431 | g_loss: 1.3121
Epoch [   10/   50] | d_loss: 1.4110 | g_loss: 0.9119
Epoch [   10/   50] | d_loss: 1.3123 | g_loss: 0.7905
Epoch [   10/   50] | d_loss: 1.0908 | g_loss: 1.0525
Epoch [   10/   50] | d_loss: 1.1485 | g_loss: 1.0438
Epoch [   10/   50] | d_loss: 1.0293 | g_loss: 0.9512
Epoch [   10/   50] | d_loss: 1.0952 | g_loss: 1.4681
Epoch [   10/   50] | d_loss: 1.1607 | g_loss: 1.1383
Epoch [   10/   50] | d_loss: 1.2165 | g_loss: 0.8365
Epoch [   10/   50] | d_loss: 1.1071 | g_loss: 0.9142
Epoch [   10/   50] | d_loss: 1.4193 | g_loss: 1.0013
Epoch [   10/   50] | d_loss: 1.1741 | g_loss: 0.8150
Epoch [   10/   50] | d_loss: 1.2115 | g_loss: 0.8939
Epoch [   10/   50] | d_loss: 1.0959 | g_loss: 0.7631
Epoch [   10/   50] | d_loss: 1.1731 | g_loss: 1.0261
Epoch [   10/   50] | d_loss: 1.2157 | g_loss: 1.0724
Epoch [   10/   50] | d_loss: 1.1511 | g_loss: 0.9030
Epoch [   10/   50] | d_loss: 1.0760 | g_loss: 1.2035
Epoch [   10/   50] | d_loss: 1.1944 | g_loss: 0.8116
Epoch [   10/   50] | d_loss: 1.1939 | g_loss: 0.6744
Epoch [   10/   50] | d_loss: 1.1297 | g_loss: 0.9209
Epoch [   10/   50] | d_loss: 1.3483 | g_loss: 1.1479
Epoch [   10/   50] | d_loss: 1.1985 | g_loss: 0.9244
Epoch [   10/   50] | d_loss: 1.2296 | g_loss: 1.3303
Epoch [   10/   50] | d_loss: 1.2357 | g_loss: 1.2506
Epoch [   10/   50] | d_loss: 1.4883 | g_loss: 0.7122
Epoch [   10/   50] | d_loss: 1.0383 | g_loss: 1.1157
Epoch [   10/   50] | d_loss: 1.1336 | g_loss: 1.0354
Epoch [   10/   50] | d_loss: 1.0619 | g_loss: 0.9783
Epoch [   10/   50] | d_loss: 1.4670 | g_loss: 0.9463
Epoch [   10/   50] | d_loss: 1.2960 | g_loss: 1.2504
Epoch [   10/   50] | d_loss: 1.0563 | g_loss: 1.0355
Epoch [   10/   50] | d_loss: 1.1512 | g_loss: 0.8914
Epoch [   10/   50] | d_loss: 1.2466 | g_loss: 1.0838
Epoch [   11/   50] | d_loss: 1.3366 | g_loss: 0.6470
Epoch [   11/   50] | d_loss: 1.1251 | g_loss: 0.9800
Epoch [   11/   50] | d_loss: 1.5759 | g_loss: 1.7077
Epoch [   11/   50] | d_loss: 1.1853 | g_loss: 0.6816
Epoch [   11/   50] | d_loss: 1.1117 | g_loss: 1.1410
Epoch [   11/   50] | d_loss: 1.2352 | g_loss: 0.8287
Epoch [   11/   50] | d_loss: 1.1645 | g_loss: 0.8236
Epoch [   11/   50] | d_loss: 1.0959 | g_loss: 1.0540
Epoch [   11/   50] | d_loss: 1.0228 | g_loss: 1.1757
Epoch [   11/   50] | d_loss: 1.1803 | g_loss: 1.2474
Epoch [   11/   50] | d_loss: 1.3838 | g_loss: 0.9636
Epoch [   11/   50] | d_loss: 1.1642 | g_loss: 1.3855
Epoch [   11/   50] | d_loss: 1.1146 | g_loss: 1.1304
Epoch [   11/   50] | d_loss: 1.2022 | g_loss: 0.9957
Epoch [   11/   50] | d_loss: 1.2705 | g_loss: 1.3331
Epoch [   11/   50] | d_loss: 1.2830 | g_loss: 1.2829
Epoch [   11/   50] | d_loss: 1.1619 | g_loss: 0.8832
Epoch [   11/   50] | d_loss: 1.2494 | g_loss: 1.2228
Epoch [   11/   50] | d_loss: 1.0970 | g_loss: 0.9895
Epoch [   11/   50] | d_loss: 1.0339 | g_loss: 1.2805
Epoch [   11/   50] | d_loss: 1.3902 | g_loss: 0.9303
Epoch [   11/   50] | d_loss: 1.1950 | g_loss: 0.9949
Epoch [   11/   50] | d_loss: 1.3931 | g_loss: 0.6279
Epoch [   11/   50] | d_loss: 1.1223 | g_loss: 1.0031
Epoch [   11/   50] | d_loss: 1.1447 | g_loss: 0.9399
Epoch [   11/   50] | d_loss: 1.3607 | g_loss: 1.0807
Epoch [   11/   50] | d_loss: 1.1960 | g_loss: 1.4255
Epoch [   11/   50] | d_loss: 1.4124 | g_loss: 0.7876
Epoch [   11/   50] | d_loss: 1.1339 | g_loss: 0.9732
Epoch [   11/   50] | d_loss: 1.2206 | g_loss: 0.9187
Epoch [   11/   50] | d_loss: 1.2631 | g_loss: 1.0475
Epoch [   11/   50] | d_loss: 1.4391 | g_loss: 0.7228
Epoch [   11/   50] | d_loss: 1.1278 | g_loss: 1.0362
Epoch [   11/   50] | d_loss: 1.2593 | g_loss: 0.8482
Epoch [   11/   50] | d_loss: 1.1764 | g_loss: 1.0742
Epoch [   11/   50] | d_loss: 1.0897 | g_loss: 1.0414
Epoch [   12/   50] | d_loss: 1.1740 | g_loss: 1.4752
Epoch [   12/   50] | d_loss: 1.0228 | g_loss: 1.3512
Epoch [   12/   50] | d_loss: 1.1345 | g_loss: 1.1819
Epoch [   12/   50] | d_loss: 1.1412 | g_loss: 1.0133
Epoch [   12/   50] | d_loss: 1.0878 | g_loss: 1.2477
Epoch [   12/   50] | d_loss: 1.1421 | g_loss: 0.8709
Epoch [   12/   50] | d_loss: 0.9894 | g_loss: 1.5893
Epoch [   12/   50] | d_loss: 1.5706 | g_loss: 1.3443
Epoch [   12/   50] | d_loss: 1.0986 | g_loss: 1.2872
Epoch [   12/   50] | d_loss: 1.3686 | g_loss: 0.9019
Epoch [   12/   50] | d_loss: 1.0262 | g_loss: 1.2901
Epoch [   12/   50] | d_loss: 1.2082 | g_loss: 0.9353
Epoch [   12/   50] | d_loss: 1.2668 | g_loss: 0.9802
Epoch [   12/   50] | d_loss: 1.1427 | g_loss: 1.2277
Epoch [   12/   50] | d_loss: 1.0953 | g_loss: 0.9135
Epoch [   12/   50] | d_loss: 1.2690 | g_loss: 0.9813
Epoch [   12/   50] | d_loss: 1.1248 | g_loss: 0.9369
Epoch [   12/   50] | d_loss: 1.0633 | g_loss: 1.1010
Epoch [   12/   50] | d_loss: 1.1605 | g_loss: 1.4563
Epoch [   12/   50] | d_loss: 1.1448 | g_loss: 0.8231
Epoch [   12/   50] | d_loss: 1.2087 | g_loss: 0.8715
Epoch [   12/   50] | d_loss: 1.3053 | g_loss: 0.8599
Epoch [   12/   50] | d_loss: 1.1236 | g_loss: 0.9146
Epoch [   12/   50] | d_loss: 1.1154 | g_loss: 1.0649
Epoch [   12/   50] | d_loss: 1.1239 | g_loss: 1.0631
Epoch [   12/   50] | d_loss: 1.0085 | g_loss: 1.3217
Epoch [   12/   50] | d_loss: 1.2697 | g_loss: 0.6360
Epoch [   12/   50] | d_loss: 1.0425 | g_loss: 0.8137
Epoch [   12/   50] | d_loss: 1.1019 | g_loss: 0.9547
Epoch [   12/   50] | d_loss: 1.1405 | g_loss: 1.0306
Epoch [   12/   50] | d_loss: 1.1305 | g_loss: 1.0882
Epoch [   12/   50] | d_loss: 1.0858 | g_loss: 1.2986
Epoch [   12/   50] | d_loss: 1.5893 | g_loss: 0.8820
Epoch [   12/   50] | d_loss: 1.2741 | g_loss: 0.7573
Epoch [   12/   50] | d_loss: 1.0662 | g_loss: 1.0013
Epoch [   12/   50] | d_loss: 1.0244 | g_loss: 1.2077
Epoch [   13/   50] | d_loss: 1.2353 | g_loss: 0.9655
Epoch [   13/   50] | d_loss: 1.3410 | g_loss: 0.8641
Epoch [   13/   50] | d_loss: 1.0944 | g_loss: 1.2907
Epoch [   13/   50] | d_loss: 0.9844 | g_loss: 1.2302
Epoch [   13/   50] | d_loss: 1.6751 | g_loss: 1.3929
Epoch [   13/   50] | d_loss: 1.1825 | g_loss: 1.5825
Epoch [   13/   50] | d_loss: 1.2694 | g_loss: 0.7287
Epoch [   13/   50] | d_loss: 1.4356 | g_loss: 2.0469
Epoch [   13/   50] | d_loss: 1.3798 | g_loss: 0.5216
Epoch [   13/   50] | d_loss: 0.9788 | g_loss: 1.7396
Epoch [   13/   50] | d_loss: 1.0994 | g_loss: 0.9885
Epoch [   13/   50] | d_loss: 1.1135 | g_loss: 0.9433
Epoch [   13/   50] | d_loss: 1.0662 | g_loss: 1.4222
Epoch [   13/   50] | d_loss: 1.2601 | g_loss: 0.9929
Epoch [   13/   50] | d_loss: 1.2798 | g_loss: 0.8062
Epoch [   13/   50] | d_loss: 1.1430 | g_loss: 1.3596
Epoch [   13/   50] | d_loss: 1.4978 | g_loss: 0.8311
Epoch [   13/   50] | d_loss: 1.2943 | g_loss: 1.5240
Epoch [   13/   50] | d_loss: 1.0801 | g_loss: 1.2611
Epoch [   13/   50] | d_loss: 0.9498 | g_loss: 1.5843
Epoch [   13/   50] | d_loss: 1.1262 | g_loss: 1.3026
Epoch [   13/   50] | d_loss: 1.3814 | g_loss: 0.8074
Epoch [   13/   50] | d_loss: 1.2610 | g_loss: 0.7720
Epoch [   13/   50] | d_loss: 1.2964 | g_loss: 1.7303
Epoch [   13/   50] | d_loss: 1.0340 | g_loss: 0.8855
Epoch [   13/   50] | d_loss: 0.9732 | g_loss: 1.2246
Epoch [   13/   50] | d_loss: 1.3717 | g_loss: 0.7081
Epoch [   13/   50] | d_loss: 1.4180 | g_loss: 0.9526
Epoch [   13/   50] | d_loss: 1.4482 | g_loss: 0.8054
Epoch [   13/   50] | d_loss: 1.1835 | g_loss: 1.2389
Epoch [   13/   50] | d_loss: 1.0556 | g_loss: 1.0881
Epoch [   13/   50] | d_loss: 1.1705 | g_loss: 1.2455
Epoch [   13/   50] | d_loss: 1.2577 | g_loss: 0.7128
Epoch [   13/   50] | d_loss: 1.0410 | g_loss: 1.7886
Epoch [   13/   50] | d_loss: 1.0250 | g_loss: 1.0016
Epoch [   13/   50] | d_loss: 1.1927 | g_loss: 1.2000
Epoch [   14/   50] | d_loss: 1.4663 | g_loss: 1.2579
Epoch [   14/   50] | d_loss: 1.3079 | g_loss: 0.8295
Epoch [   14/   50] | d_loss: 1.1283 | g_loss: 0.9230
Epoch [   14/   50] | d_loss: 1.3629 | g_loss: 1.0168
Epoch [   14/   50] | d_loss: 1.0682 | g_loss: 1.3484
Epoch [   14/   50] | d_loss: 1.0376 | g_loss: 1.4280
Epoch [   14/   50] | d_loss: 1.2206 | g_loss: 1.1658
Epoch [   14/   50] | d_loss: 1.1029 | g_loss: 1.0587
Epoch [   14/   50] | d_loss: 1.0667 | g_loss: 0.9593
Epoch [   14/   50] | d_loss: 0.9788 | g_loss: 0.9483
Epoch [   14/   50] | d_loss: 1.1620 | g_loss: 0.9293
Epoch [   14/   50] | d_loss: 1.1418 | g_loss: 0.8600
Epoch [   14/   50] | d_loss: 1.0616 | g_loss: 1.1128
Epoch [   14/   50] | d_loss: 1.1132 | g_loss: 1.4905
Epoch [   14/   50] | d_loss: 1.1366 | g_loss: 0.5997
Epoch [   14/   50] | d_loss: 1.0279 | g_loss: 0.8707
Epoch [   14/   50] | d_loss: 1.0318 | g_loss: 1.2086
Epoch [   14/   50] | d_loss: 1.0976 | g_loss: 1.5447
Epoch [   14/   50] | d_loss: 1.0524 | g_loss: 1.0892
Epoch [   14/   50] | d_loss: 1.0241 | g_loss: 1.4770
Epoch [   14/   50] | d_loss: 1.3081 | g_loss: 0.8376
Epoch [   14/   50] | d_loss: 1.3574 | g_loss: 0.7435
Epoch [   14/   50] | d_loss: 1.3169 | g_loss: 1.7101
Epoch [   14/   50] | d_loss: 0.9682 | g_loss: 1.6229
Epoch [   14/   50] | d_loss: 1.1339 | g_loss: 0.8266
Epoch [   14/   50] | d_loss: 1.3446 | g_loss: 0.7400
Epoch [   14/   50] | d_loss: 1.1209 | g_loss: 0.7655
Epoch [   14/   50] | d_loss: 0.9314 | g_loss: 1.2005
Epoch [   14/   50] | d_loss: 1.0489 | g_loss: 1.6742
Epoch [   14/   50] | d_loss: 1.0707 | g_loss: 1.1351
Epoch [   14/   50] | d_loss: 1.1758 | g_loss: 1.0966
Epoch [   14/   50] | d_loss: 1.3575 | g_loss: 1.1140
Epoch [   14/   50] | d_loss: 1.0834 | g_loss: 1.3268
Epoch [   14/   50] | d_loss: 1.2967 | g_loss: 0.8233
Epoch [   14/   50] | d_loss: 0.9475 | g_loss: 1.2204
Epoch [   14/   50] | d_loss: 1.1470 | g_loss: 1.2624
Epoch [   15/   50] | d_loss: 1.0228 | g_loss: 1.2917
Epoch [   15/   50] | d_loss: 1.1291 | g_loss: 0.9489
Epoch [   15/   50] | d_loss: 0.8929 | g_loss: 1.5145
Epoch [   15/   50] | d_loss: 1.0533 | g_loss: 1.3536
Epoch [   15/   50] | d_loss: 1.2403 | g_loss: 1.6743
Epoch [   15/   50] | d_loss: 1.1747 | g_loss: 0.8650
Epoch [   15/   50] | d_loss: 1.3515 | g_loss: 1.2256
Epoch [   15/   50] | d_loss: 1.1042 | g_loss: 1.0526
Epoch [   15/   50] | d_loss: 1.0146 | g_loss: 1.1293
Epoch [   15/   50] | d_loss: 1.1094 | g_loss: 1.4717
Epoch [   15/   50] | d_loss: 1.0084 | g_loss: 1.1597
Epoch [   15/   50] | d_loss: 1.0886 | g_loss: 0.7212
Epoch [   15/   50] | d_loss: 0.9352 | g_loss: 1.3410
Epoch [   15/   50] | d_loss: 1.0783 | g_loss: 1.8691
Epoch [   15/   50] | d_loss: 1.2787 | g_loss: 1.2824
Epoch [   15/   50] | d_loss: 1.1072 | g_loss: 1.3124
Epoch [   15/   50] | d_loss: 1.3779 | g_loss: 0.9131
Epoch [   15/   50] | d_loss: 1.1410 | g_loss: 1.1395
Epoch [   15/   50] | d_loss: 1.0399 | g_loss: 1.0471
Epoch [   15/   50] | d_loss: 1.3006 | g_loss: 1.3973
Epoch [   15/   50] | d_loss: 1.2562 | g_loss: 0.9823
Epoch [   15/   50] | d_loss: 1.1490 | g_loss: 1.1274
Epoch [   15/   50] | d_loss: 1.2029 | g_loss: 1.0210
Epoch [   15/   50] | d_loss: 1.1106 | g_loss: 0.9545
Epoch [   15/   50] | d_loss: 1.1873 | g_loss: 1.0093
Epoch [   15/   50] | d_loss: 1.0388 | g_loss: 1.3368
Epoch [   15/   50] | d_loss: 0.9259 | g_loss: 1.0025
Epoch [   15/   50] | d_loss: 1.2693 | g_loss: 1.3871
Epoch [   15/   50] | d_loss: 1.1285 | g_loss: 1.8753
Epoch [   15/   50] | d_loss: 0.9189 | g_loss: 0.7370
Epoch [   15/   50] | d_loss: 1.1320 | g_loss: 0.8111
Epoch [   15/   50] | d_loss: 1.1717 | g_loss: 1.2994
Epoch [   15/   50] | d_loss: 1.0947 | g_loss: 1.0973
Epoch [   15/   50] | d_loss: 1.1780 | g_loss: 1.2892
Epoch [   15/   50] | d_loss: 1.0674 | g_loss: 1.0031
Epoch [   15/   50] | d_loss: 1.1273 | g_loss: 1.1626
Epoch [   16/   50] | d_loss: 1.0772 | g_loss: 1.0031
Epoch [   16/   50] | d_loss: 0.9819 | g_loss: 1.5935
Epoch [   16/   50] | d_loss: 1.0420 | g_loss: 1.2380
Epoch [   16/   50] | d_loss: 1.1165 | g_loss: 1.0247
Epoch [   16/   50] | d_loss: 1.3017 | g_loss: 1.2522
Epoch [   16/   50] | d_loss: 1.0439 | g_loss: 0.8697
Epoch [   16/   50] | d_loss: 0.9715 | g_loss: 1.2922
Epoch [   16/   50] | d_loss: 1.2059 | g_loss: 1.0976
Epoch [   16/   50] | d_loss: 0.9401 | g_loss: 1.1522
Epoch [   16/   50] | d_loss: 1.2301 | g_loss: 1.1003
Epoch [   16/   50] | d_loss: 1.1117 | g_loss: 1.9115
Epoch [   16/   50] | d_loss: 0.9884 | g_loss: 1.4105
Epoch [   16/   50] | d_loss: 1.2133 | g_loss: 0.6412
Epoch [   16/   50] | d_loss: 1.2611 | g_loss: 1.1332
Epoch [   16/   50] | d_loss: 1.0425 | g_loss: 1.0287
Epoch [   16/   50] | d_loss: 1.0185 | g_loss: 1.4125
Epoch [   16/   50] | d_loss: 0.9785 | g_loss: 1.8061
Epoch [   16/   50] | d_loss: 1.1700 | g_loss: 1.1920
Epoch [   16/   50] | d_loss: 1.3285 | g_loss: 0.7256
Epoch [   16/   50] | d_loss: 0.9349 | g_loss: 1.5321
Epoch [   16/   50] | d_loss: 0.9583 | g_loss: 1.0898
Epoch [   16/   50] | d_loss: 1.0308 | g_loss: 1.3463
Epoch [   16/   50] | d_loss: 0.9144 | g_loss: 1.3414
Epoch [   16/   50] | d_loss: 1.2163 | g_loss: 2.0847
Epoch [   16/   50] | d_loss: 0.9190 | g_loss: 1.4700
Epoch [   16/   50] | d_loss: 1.2306 | g_loss: 1.1918
Epoch [   16/   50] | d_loss: 1.1550 | g_loss: 1.3562
Epoch [   16/   50] | d_loss: 0.9827 | g_loss: 0.7883
Epoch [   16/   50] | d_loss: 1.1109 | g_loss: 1.0053
Epoch [   16/   50] | d_loss: 1.2055 | g_loss: 0.7380
Epoch [   16/   50] | d_loss: 1.0753 | g_loss: 1.3519
Epoch [   16/   50] | d_loss: 1.0249 | g_loss: 0.9569
Epoch [   16/   50] | d_loss: 1.2574 | g_loss: 0.7981
Epoch [   16/   50] | d_loss: 1.2927 | g_loss: 1.0042
Epoch [   16/   50] | d_loss: 1.4635 | g_loss: 0.9085
Epoch [   16/   50] | d_loss: 1.0173 | g_loss: 1.1728
Epoch [   17/   50] | d_loss: 1.1735 | g_loss: 1.4335
Epoch [   17/   50] | d_loss: 1.1851 | g_loss: 0.8038
Epoch [   17/   50] | d_loss: 1.1854 | g_loss: 0.9983
Epoch [   17/   50] | d_loss: 1.0980 | g_loss: 0.7395
Epoch [   17/   50] | d_loss: 1.1190 | g_loss: 0.9214
Epoch [   17/   50] | d_loss: 1.1057 | g_loss: 1.0908
Epoch [   17/   50] | d_loss: 1.1038 | g_loss: 0.9090
Epoch [   17/   50] | d_loss: 1.2350 | g_loss: 0.9257
Epoch [   17/   50] | d_loss: 1.0477 | g_loss: 1.5379
Epoch [   17/   50] | d_loss: 0.9772 | g_loss: 1.2055
Epoch [   17/   50] | d_loss: 0.9733 | g_loss: 1.0652
Epoch [   17/   50] | d_loss: 1.1387 | g_loss: 2.1677
Epoch [   17/   50] | d_loss: 1.0342 | g_loss: 0.9680
Epoch [   17/   50] | d_loss: 1.2063 | g_loss: 1.0079
Epoch [   17/   50] | d_loss: 1.0350 | g_loss: 1.0934
Epoch [   17/   50] | d_loss: 1.0042 | g_loss: 1.5160
Epoch [   17/   50] | d_loss: 1.0984 | g_loss: 1.1877
Epoch [   17/   50] | d_loss: 1.1389 | g_loss: 1.2814
Epoch [   17/   50] | d_loss: 1.1299 | g_loss: 1.8358
Epoch [   17/   50] | d_loss: 1.6041 | g_loss: 0.9424
Epoch [   17/   50] | d_loss: 1.0211 | g_loss: 1.2093
Epoch [   17/   50] | d_loss: 1.2480 | g_loss: 1.0204
Epoch [   17/   50] | d_loss: 0.9711 | g_loss: 1.0084
Epoch [   17/   50] | d_loss: 1.1628 | g_loss: 1.4207
Epoch [   17/   50] | d_loss: 1.1285 | g_loss: 1.7600
Epoch [   17/   50] | d_loss: 1.0656 | g_loss: 1.0472
Epoch [   17/   50] | d_loss: 0.9969 | g_loss: 1.2091
Epoch [   17/   50] | d_loss: 1.1726 | g_loss: 0.8633
Epoch [   17/   50] | d_loss: 1.3374 | g_loss: 0.7701
Epoch [   17/   50] | d_loss: 1.1357 | g_loss: 1.0159
Epoch [   17/   50] | d_loss: 1.1070 | g_loss: 0.9469
Epoch [   17/   50] | d_loss: 1.0649 | g_loss: 1.3529
Epoch [   17/   50] | d_loss: 1.0504 | g_loss: 1.3706
Epoch [   17/   50] | d_loss: 1.3941 | g_loss: 0.9154
Epoch [   17/   50] | d_loss: 1.0882 | g_loss: 1.0790
Epoch [   17/   50] | d_loss: 1.1455 | g_loss: 1.0451
Epoch [   18/   50] | d_loss: 0.9898 | g_loss: 1.4592
Epoch [   18/   50] | d_loss: 1.1927 | g_loss: 1.4063
Epoch [   18/   50] | d_loss: 1.1616 | g_loss: 1.1232
Epoch [   18/   50] | d_loss: 1.1242 | g_loss: 1.3908
Epoch [   18/   50] | d_loss: 1.0685 | g_loss: 1.3589
Epoch [   18/   50] | d_loss: 0.9511 | g_loss: 1.3010
Epoch [   18/   50] | d_loss: 0.9663 | g_loss: 1.2807
Epoch [   18/   50] | d_loss: 1.3555 | g_loss: 0.6115
Epoch [   18/   50] | d_loss: 1.0818 | g_loss: 1.4199
Epoch [   18/   50] | d_loss: 1.2147 | g_loss: 1.2268
Epoch [   18/   50] | d_loss: 1.1209 | g_loss: 1.4058
Epoch [   18/   50] | d_loss: 1.1304 | g_loss: 1.6181
Epoch [   18/   50] | d_loss: 1.1108 | g_loss: 0.8109
Epoch [   18/   50] | d_loss: 1.3096 | g_loss: 0.9120
Epoch [   18/   50] | d_loss: 1.1310 | g_loss: 1.8322
Epoch [   18/   50] | d_loss: 1.1825 | g_loss: 1.3246
Epoch [   18/   50] | d_loss: 1.3160 | g_loss: 1.4505
Epoch [   18/   50] | d_loss: 1.1419 | g_loss: 1.4298
Epoch [   18/   50] | d_loss: 0.9881 | g_loss: 1.5087
Epoch [   18/   50] | d_loss: 0.9984 | g_loss: 1.1569
Epoch [   18/   50] | d_loss: 1.1942 | g_loss: 1.3037
Epoch [   18/   50] | d_loss: 1.1764 | g_loss: 1.1429
Epoch [   18/   50] | d_loss: 1.0508 | g_loss: 1.3894
Epoch [   18/   50] | d_loss: 1.1768 | g_loss: 1.1441
Epoch [   18/   50] | d_loss: 1.1524 | g_loss: 1.4100
Epoch [   18/   50] | d_loss: 1.0333 | g_loss: 1.2665
Epoch [   18/   50] | d_loss: 1.0350 | g_loss: 1.3135
Epoch [   18/   50] | d_loss: 0.9123 | g_loss: 0.9847
Epoch [   18/   50] | d_loss: 1.2582 | g_loss: 0.7159
Epoch [   18/   50] | d_loss: 1.4856 | g_loss: 1.0271
Epoch [   18/   50] | d_loss: 1.0804 | g_loss: 1.0684
Epoch [   18/   50] | d_loss: 1.1873 | g_loss: 1.2124
Epoch [   18/   50] | d_loss: 1.1852 | g_loss: 1.0841
Epoch [   18/   50] | d_loss: 1.2092 | g_loss: 1.5461
Epoch [   18/   50] | d_loss: 1.0419 | g_loss: 1.0385
Epoch [   18/   50] | d_loss: 0.9224 | g_loss: 1.2189
Epoch [   19/   50] | d_loss: 1.1086 | g_loss: 1.5806
Epoch [   19/   50] | d_loss: 1.0660 | g_loss: 1.0834
Epoch [   19/   50] | d_loss: 1.0998 | g_loss: 1.2211
Epoch [   19/   50] | d_loss: 1.1132 | g_loss: 1.3046
Epoch [   19/   50] | d_loss: 1.1527 | g_loss: 1.2470
Epoch [   19/   50] | d_loss: 1.2009 | g_loss: 1.6681
Epoch [   19/   50] | d_loss: 1.3229 | g_loss: 0.9205
Epoch [   19/   50] | d_loss: 0.8940 | g_loss: 1.7140
Epoch [   19/   50] | d_loss: 0.9733 | g_loss: 1.6370
Epoch [   19/   50] | d_loss: 0.9646 | g_loss: 1.1629
Epoch [   19/   50] | d_loss: 1.0249 | g_loss: 1.0259
Epoch [   19/   50] | d_loss: 1.1114 | g_loss: 1.1785
Epoch [   19/   50] | d_loss: 0.9941 | g_loss: 0.8961
Epoch [   19/   50] | d_loss: 0.9665 | g_loss: 1.0314
Epoch [   19/   50] | d_loss: 1.0243 | g_loss: 1.4437
Epoch [   19/   50] | d_loss: 1.0971 | g_loss: 0.9757
Epoch [   19/   50] | d_loss: 1.1596 | g_loss: 0.9912
Epoch [   19/   50] | d_loss: 1.3595 | g_loss: 1.6312
Epoch [   19/   50] | d_loss: 1.0662 | g_loss: 1.0720
Epoch [   19/   50] | d_loss: 1.1623 | g_loss: 1.2293
Epoch [   19/   50] | d_loss: 1.2429 | g_loss: 0.9836
Epoch [   19/   50] | d_loss: 1.1166 | g_loss: 1.5058
Epoch [   19/   50] | d_loss: 1.0947 | g_loss: 1.2021
Epoch [   19/   50] | d_loss: 1.0258 | g_loss: 1.6271
Epoch [   19/   50] | d_loss: 1.1747 | g_loss: 1.1399
Epoch [   19/   50] | d_loss: 0.9362 | g_loss: 0.8956
Epoch [   19/   50] | d_loss: 1.0275 | g_loss: 1.1691
Epoch [   19/   50] | d_loss: 1.1293 | g_loss: 0.9989
Epoch [   19/   50] | d_loss: 1.0226 | g_loss: 1.1562
Epoch [   19/   50] | d_loss: 1.2190 | g_loss: 1.3685
Epoch [   19/   50] | d_loss: 1.1057 | g_loss: 1.4843
Epoch [   19/   50] | d_loss: 1.0247 | g_loss: 1.0843
Epoch [   19/   50] | d_loss: 1.2015 | g_loss: 1.5066
Epoch [   19/   50] | d_loss: 0.9641 | g_loss: 1.3884
Epoch [   19/   50] | d_loss: 1.1451 | g_loss: 1.0964
Epoch [   19/   50] | d_loss: 1.0410 | g_loss: 1.4981
Epoch [   20/   50] | d_loss: 1.0474 | g_loss: 0.8627
Epoch [   20/   50] | d_loss: 1.0290 | g_loss: 1.0251
Epoch [   20/   50] | d_loss: 1.1057 | g_loss: 1.1706
Epoch [   20/   50] | d_loss: 1.0554 | g_loss: 1.3027
Epoch [   20/   50] | d_loss: 0.9961 | g_loss: 1.6267
Epoch [   20/   50] | d_loss: 0.9585 | g_loss: 0.9841
Epoch [   20/   50] | d_loss: 1.1405 | g_loss: 1.5483
Epoch [   20/   50] | d_loss: 1.1396 | g_loss: 1.0087
Epoch [   20/   50] | d_loss: 0.9688 | g_loss: 1.7265
Epoch [   20/   50] | d_loss: 1.0499 | g_loss: 1.3544
Epoch [   20/   50] | d_loss: 1.0921 | g_loss: 0.9303
Epoch [   20/   50] | d_loss: 1.1854 | g_loss: 1.3289
Epoch [   20/   50] | d_loss: 1.1205 | g_loss: 1.6098
Epoch [   20/   50] | d_loss: 1.0338 | g_loss: 1.2346
Epoch [   20/   50] | d_loss: 1.1967 | g_loss: 1.1958
Epoch [   20/   50] | d_loss: 1.0337 | g_loss: 1.2474
Epoch [   20/   50] | d_loss: 1.1537 | g_loss: 1.2399
Epoch [   20/   50] | d_loss: 1.1976 | g_loss: 1.0129
Epoch [   20/   50] | d_loss: 1.0860 | g_loss: 1.5541
Epoch [   20/   50] | d_loss: 1.0340 | g_loss: 1.3659
Epoch [   20/   50] | d_loss: 0.9496 | g_loss: 1.4422
Epoch [   20/   50] | d_loss: 1.0834 | g_loss: 1.0186
Epoch [   20/   50] | d_loss: 1.1531 | g_loss: 1.3647
Epoch [   20/   50] | d_loss: 0.9768 | g_loss: 1.1723
Epoch [   20/   50] | d_loss: 0.9209 | g_loss: 1.9517
Epoch [   20/   50] | d_loss: 1.0680 | g_loss: 1.8046
Epoch [   20/   50] | d_loss: 0.9034 | g_loss: 1.8892
Epoch [   20/   50] | d_loss: 1.1312 | g_loss: 1.0503
Epoch [   20/   50] | d_loss: 1.0920 | g_loss: 1.2651
Epoch [   20/   50] | d_loss: 1.1248 | g_loss: 1.0550
Epoch [   20/   50] | d_loss: 1.0277 | g_loss: 1.4851
Epoch [   20/   50] | d_loss: 1.0621 | g_loss: 1.7923
Epoch [   20/   50] | d_loss: 1.0441 | g_loss: 1.4022
Epoch [   20/   50] | d_loss: 1.1135 | g_loss: 1.2822
Epoch [   20/   50] | d_loss: 1.0999 | g_loss: 0.9744
Epoch [   20/   50] | d_loss: 1.1253 | g_loss: 1.2157
Epoch [   21/   50] | d_loss: 1.2101 | g_loss: 0.7884
Epoch [   21/   50] | d_loss: 1.2805 | g_loss: 1.8593
Epoch [   21/   50] | d_loss: 0.8455 | g_loss: 1.8842
Epoch [   21/   50] | d_loss: 1.4595 | g_loss: 0.8006
Epoch [   21/   50] | d_loss: 0.9162 | g_loss: 1.9988
Epoch [   21/   50] | d_loss: 0.9501 | g_loss: 1.1666
Epoch [   21/   50] | d_loss: 1.0578 | g_loss: 1.3494
Epoch [   21/   50] | d_loss: 0.8380 | g_loss: 1.7973
Epoch [   21/   50] | d_loss: 0.9657 | g_loss: 1.9537
Epoch [   21/   50] | d_loss: 1.0662 | g_loss: 1.1858
Epoch [   21/   50] | d_loss: 1.2804 | g_loss: 1.0821
Epoch [   21/   50] | d_loss: 1.3790 | g_loss: 0.5972
Epoch [   21/   50] | d_loss: 1.3415 | g_loss: 0.7943
Epoch [   21/   50] | d_loss: 1.1700 | g_loss: 1.0550
Epoch [   21/   50] | d_loss: 1.0253 | g_loss: 1.1976
Epoch [   21/   50] | d_loss: 1.0199 | g_loss: 1.5343
Epoch [   21/   50] | d_loss: 0.9319 | g_loss: 1.9762
Epoch [   21/   50] | d_loss: 1.0401 | g_loss: 1.4640
Epoch [   21/   50] | d_loss: 1.0451 | g_loss: 1.2694
Epoch [   21/   50] | d_loss: 1.0606 | g_loss: 1.0966
Epoch [   21/   50] | d_loss: 1.2197 | g_loss: 1.1583
Epoch [   21/   50] | d_loss: 0.9383 | g_loss: 1.9863
Epoch [   21/   50] | d_loss: 1.1066 | g_loss: 1.8891
Epoch [   21/   50] | d_loss: 1.0244 | g_loss: 1.5165
Epoch [   21/   50] | d_loss: 1.0119 | g_loss: 0.9183
Epoch [   21/   50] | d_loss: 0.9586 | g_loss: 1.3529
Epoch [   21/   50] | d_loss: 0.9087 | g_loss: 1.1468
Epoch [   21/   50] | d_loss: 1.1686 | g_loss: 1.0026
Epoch [   21/   50] | d_loss: 0.9166 | g_loss: 1.4672
Epoch [   21/   50] | d_loss: 1.1932 | g_loss: 1.4755
Epoch [   21/   50] | d_loss: 1.0906 | g_loss: 0.7999
Epoch [   21/   50] | d_loss: 1.1336 | g_loss: 1.4619
Epoch [   21/   50] | d_loss: 1.3624 | g_loss: 1.1487
Epoch [   21/   50] | d_loss: 1.0046 | g_loss: 1.4603
Epoch [   21/   50] | d_loss: 1.0822 | g_loss: 1.6695
Epoch [   21/   50] | d_loss: 1.0130 | g_loss: 1.2903
Epoch [   22/   50] | d_loss: 1.3183 | g_loss: 1.9266
Epoch [   22/   50] | d_loss: 1.0878 | g_loss: 1.0846
Epoch [   22/   50] | d_loss: 1.1563 | g_loss: 2.0953
Epoch [   22/   50] | d_loss: 1.2469 | g_loss: 0.8747
Epoch [   22/   50] | d_loss: 1.0574 | g_loss: 1.4060
Epoch [   22/   50] | d_loss: 1.3384 | g_loss: 1.1359
Epoch [   22/   50] | d_loss: 0.9508 | g_loss: 1.5031
Epoch [   22/   50] | d_loss: 0.9136 | g_loss: 1.8420
Epoch [   22/   50] | d_loss: 1.1688 | g_loss: 1.3952
Epoch [   22/   50] | d_loss: 1.0183 | g_loss: 1.4160
Epoch [   22/   50] | d_loss: 1.0201 | g_loss: 1.7503
Epoch [   22/   50] | d_loss: 1.1449 | g_loss: 1.0842
Epoch [   22/   50] | d_loss: 1.2804 | g_loss: 1.1790
Epoch [   22/   50] | d_loss: 1.1122 | g_loss: 1.0214
Epoch [   22/   50] | d_loss: 1.0775 | g_loss: 0.9258
Epoch [   22/   50] | d_loss: 1.3201 | g_loss: 0.7493
Epoch [   22/   50] | d_loss: 0.9961 | g_loss: 1.9501
Epoch [   22/   50] | d_loss: 1.0775 | g_loss: 1.2871
Epoch [   22/   50] | d_loss: 1.6340 | g_loss: 0.7343
Epoch [   22/   50] | d_loss: 1.1301 | g_loss: 1.0302
Epoch [   22/   50] | d_loss: 1.1648 | g_loss: 1.2688
Epoch [   22/   50] | d_loss: 1.1395 | g_loss: 1.2871
Epoch [   22/   50] | d_loss: 1.5327 | g_loss: 0.6464
Epoch [   22/   50] | d_loss: 1.0930 | g_loss: 0.7935
Epoch [   22/   50] | d_loss: 0.8481 | g_loss: 1.5672
Epoch [   22/   50] | d_loss: 0.9739 | g_loss: 1.3789
Epoch [   22/   50] | d_loss: 1.0886 | g_loss: 1.5069
Epoch [   22/   50] | d_loss: 1.0267 | g_loss: 1.1806
Epoch [   22/   50] | d_loss: 0.8739 | g_loss: 1.6403
Epoch [   22/   50] | d_loss: 1.0070 | g_loss: 1.0438
Epoch [   22/   50] | d_loss: 1.1086 | g_loss: 1.2357
Epoch [   22/   50] | d_loss: 1.1866 | g_loss: 1.6896
Epoch [   22/   50] | d_loss: 1.2383 | g_loss: 1.4719
Epoch [   22/   50] | d_loss: 1.1674 | g_loss: 1.0477
Epoch [   22/   50] | d_loss: 1.1159 | g_loss: 1.1441
Epoch [   22/   50] | d_loss: 1.6496 | g_loss: 1.6514
Epoch [   23/   50] | d_loss: 1.0450 | g_loss: 1.3201
Epoch [   23/   50] | d_loss: 0.9924 | g_loss: 1.1407
Epoch [   23/   50] | d_loss: 1.0159 | g_loss: 1.6141
Epoch [   23/   50] | d_loss: 1.0352 | g_loss: 1.5920
Epoch [   23/   50] | d_loss: 1.1552 | g_loss: 0.9399
Epoch [   23/   50] | d_loss: 1.0127 | g_loss: 1.5403
Epoch [   23/   50] | d_loss: 1.2561 | g_loss: 1.5425
Epoch [   23/   50] | d_loss: 1.2457 | g_loss: 1.4666
Epoch [   23/   50] | d_loss: 1.1725 | g_loss: 2.1489
Epoch [   23/   50] | d_loss: 1.0349 | g_loss: 1.3099
Epoch [   23/   50] | d_loss: 1.0603 | g_loss: 1.2500
Epoch [   23/   50] | d_loss: 0.9877 | g_loss: 1.3069
Epoch [   23/   50] | d_loss: 0.9432 | g_loss: 1.5383
Epoch [   23/   50] | d_loss: 1.1494 | g_loss: 0.9696
Epoch [   23/   50] | d_loss: 0.8755 | g_loss: 1.9939
Epoch [   23/   50] | d_loss: 1.0342 | g_loss: 1.4546
Epoch [   23/   50] | d_loss: 1.1303 | g_loss: 1.1727
Epoch [   23/   50] | d_loss: 1.1558 | g_loss: 1.8604
Epoch [   23/   50] | d_loss: 1.0363 | g_loss: 2.4450
Epoch [   23/   50] | d_loss: 0.9617 | g_loss: 1.2528
Epoch [   23/   50] | d_loss: 1.3380 | g_loss: 0.6475
Epoch [   23/   50] | d_loss: 1.1094 | g_loss: 1.0268
Epoch [   23/   50] | d_loss: 0.9355 | g_loss: 1.2162
Epoch [   23/   50] | d_loss: 1.2906 | g_loss: 0.7235
Epoch [   23/   50] | d_loss: 0.9542 | g_loss: 1.4064
Epoch [   23/   50] | d_loss: 1.0904 | g_loss: 0.9411
Epoch [   23/   50] | d_loss: 1.1097 | g_loss: 1.0890
Epoch [   23/   50] | d_loss: 0.9922 | g_loss: 1.3381
Epoch [   23/   50] | d_loss: 1.0531 | g_loss: 1.2494
Epoch [   23/   50] | d_loss: 1.0914 | g_loss: 1.0987
Epoch [   23/   50] | d_loss: 1.1406 | g_loss: 0.8929
Epoch [   23/   50] | d_loss: 0.9730 | g_loss: 1.5227
Epoch [   23/   50] | d_loss: 1.0690 | g_loss: 0.9608
Epoch [   23/   50] | d_loss: 1.1400 | g_loss: 0.9868
Epoch [   23/   50] | d_loss: 0.9228 | g_loss: 1.7238
Epoch [   23/   50] | d_loss: 0.9931 | g_loss: 1.3101
Epoch [   24/   50] | d_loss: 0.9363 | g_loss: 1.1332
Epoch [   24/   50] | d_loss: 1.1180 | g_loss: 0.9587
Epoch [   24/   50] | d_loss: 1.0109 | g_loss: 1.4132
Epoch [   24/   50] | d_loss: 1.1213 | g_loss: 1.0692
Epoch [   24/   50] | d_loss: 1.0580 | g_loss: 1.1753
Epoch [   24/   50] | d_loss: 1.0543 | g_loss: 0.7489
Epoch [   24/   50] | d_loss: 1.0052 | g_loss: 1.4204
Epoch [   24/   50] | d_loss: 1.0116 | g_loss: 1.1093
Epoch [   24/   50] | d_loss: 0.9363 | g_loss: 1.3412
Epoch [   24/   50] | d_loss: 1.2339 | g_loss: 1.9945
Epoch [   24/   50] | d_loss: 1.1582 | g_loss: 1.1895
Epoch [   24/   50] | d_loss: 1.1168 | g_loss: 1.3014
Epoch [   24/   50] | d_loss: 0.9474 | g_loss: 2.1431
Epoch [   24/   50] | d_loss: 1.2105 | g_loss: 1.3882
Epoch [   24/   50] | d_loss: 0.9419 | g_loss: 1.2718
Epoch [   24/   50] | d_loss: 1.1907 | g_loss: 1.6792
Epoch [   24/   50] | d_loss: 1.0340 | g_loss: 1.5284
Epoch [   24/   50] | d_loss: 1.0847 | g_loss: 1.1158
Epoch [   24/   50] | d_loss: 1.1506 | g_loss: 1.1100
Epoch [   24/   50] | d_loss: 1.5696 | g_loss: 0.7071
Epoch [   24/   50] | d_loss: 1.1932 | g_loss: 1.0151
Epoch [   24/   50] | d_loss: 0.9390 | g_loss: 0.8370
Epoch [   24/   50] | d_loss: 1.1612 | g_loss: 0.9353
Epoch [   24/   50] | d_loss: 0.9995 | g_loss: 1.6302
Epoch [   24/   50] | d_loss: 1.0187 | g_loss: 1.6512
Epoch [   24/   50] | d_loss: 1.1087 | g_loss: 1.9098
Epoch [   24/   50] | d_loss: 1.3455 | g_loss: 1.3120
Epoch [   24/   50] | d_loss: 1.0889 | g_loss: 0.7235
Epoch [   24/   50] | d_loss: 0.9393 | g_loss: 1.8189
Epoch [   24/   50] | d_loss: 1.0618 | g_loss: 1.4560
Epoch [   24/   50] | d_loss: 1.0704 | g_loss: 0.8950
Epoch [   24/   50] | d_loss: 0.8865 | g_loss: 1.1841
Epoch [   24/   50] | d_loss: 0.9636 | g_loss: 1.8811
Epoch [   24/   50] | d_loss: 1.3481 | g_loss: 1.4611
Epoch [   24/   50] | d_loss: 1.1019 | g_loss: 1.1880
Epoch [   24/   50] | d_loss: 0.9121 | g_loss: 1.5232
Epoch [   25/   50] | d_loss: 1.3482 | g_loss: 0.8153
Epoch [   25/   50] | d_loss: 1.0174 | g_loss: 1.1319
Epoch [   25/   50] | d_loss: 0.9212 | g_loss: 1.1977
Epoch [   25/   50] | d_loss: 1.0271 | g_loss: 1.8788
Epoch [   25/   50] | d_loss: 0.9270 | g_loss: 1.9033
Epoch [   25/   50] | d_loss: 1.1551 | g_loss: 1.8619
Epoch [   25/   50] | d_loss: 1.1676 | g_loss: 1.1536
Epoch [   25/   50] | d_loss: 1.0906 | g_loss: 1.1986
Epoch [   25/   50] | d_loss: 1.6920 | g_loss: 0.7353
Epoch [   25/   50] | d_loss: 0.8811 | g_loss: 2.0602
Epoch [   25/   50] | d_loss: 1.1897 | g_loss: 0.9564
Epoch [   25/   50] | d_loss: 1.1539 | g_loss: 1.6928
Epoch [   25/   50] | d_loss: 0.9782 | g_loss: 1.5568
Epoch [   25/   50] | d_loss: 1.1275 | g_loss: 1.1649
Epoch [   25/   50] | d_loss: 1.1497 | g_loss: 1.7509
Epoch [   25/   50] | d_loss: 1.0291 | g_loss: 1.6846
Epoch [   25/   50] | d_loss: 1.0601 | g_loss: 1.8610
Epoch [   25/   50] | d_loss: 0.9707 | g_loss: 1.7096
Epoch [   25/   50] | d_loss: 1.3236 | g_loss: 1.5721
Epoch [   25/   50] | d_loss: 1.0375 | g_loss: 0.9419
Epoch [   25/   50] | d_loss: 1.2974 | g_loss: 1.2960
Epoch [   25/   50] | d_loss: 1.1432 | g_loss: 1.1195
Epoch [   25/   50] | d_loss: 1.0832 | g_loss: 2.4161
Epoch [   25/   50] | d_loss: 0.9797 | g_loss: 1.4480
Epoch [   25/   50] | d_loss: 1.0349 | g_loss: 1.6224
Epoch [   25/   50] | d_loss: 0.8736 | g_loss: 1.2391
Epoch [   25/   50] | d_loss: 1.3788 | g_loss: 2.0764
Epoch [   25/   50] | d_loss: 0.9790 | g_loss: 1.1038
Epoch [   25/   50] | d_loss: 1.0189 | g_loss: 0.9901
Epoch [   25/   50] | d_loss: 0.9837 | g_loss: 1.6482
Epoch [   25/   50] | d_loss: 1.1376 | g_loss: 0.8448
Epoch [   25/   50] | d_loss: 1.0826 | g_loss: 1.2192
Epoch [   25/   50] | d_loss: 0.9903 | g_loss: 1.5787
Epoch [   25/   50] | d_loss: 1.1451 | g_loss: 1.3526
Epoch [   25/   50] | d_loss: 0.8510 | g_loss: 1.7578
Epoch [   25/   50] | d_loss: 0.9962 | g_loss: 1.7566
Epoch [   26/   50] | d_loss: 0.9488 | g_loss: 1.0929
Epoch [   26/   50] | d_loss: 1.4653 | g_loss: 2.2500
Epoch [   26/   50] | d_loss: 1.1020 | g_loss: 2.2404
Epoch [   26/   50] | d_loss: 0.9276 | g_loss: 1.9371
Epoch [   26/   50] | d_loss: 0.9868 | g_loss: 1.1647
Epoch [   26/   50] | d_loss: 0.9780 | g_loss: 1.4693
Epoch [   26/   50] | d_loss: 1.0107 | g_loss: 1.4321
Epoch [   26/   50] | d_loss: 1.1820 | g_loss: 1.1673
Epoch [   26/   50] | d_loss: 0.9240 | g_loss: 1.1604
Epoch [   26/   50] | d_loss: 0.9892 | g_loss: 1.2675
Epoch [   26/   50] | d_loss: 1.0823 | g_loss: 0.9773
Epoch [   26/   50] | d_loss: 1.1170 | g_loss: 1.6227
Epoch [   26/   50] | d_loss: 0.9414 | g_loss: 0.8086
Epoch [   26/   50] | d_loss: 0.9638 | g_loss: 1.5900
Epoch [   26/   50] | d_loss: 1.1815 | g_loss: 1.1068
Epoch [   26/   50] | d_loss: 0.9827 | g_loss: 1.4063
Epoch [   26/   50] | d_loss: 1.0473 | g_loss: 1.2397
Epoch [   26/   50] | d_loss: 1.2344 | g_loss: 1.4618
Epoch [   26/   50] | d_loss: 1.3493 | g_loss: 0.8589
Epoch [   26/   50] | d_loss: 1.1281 | g_loss: 2.5566
Epoch [   26/   50] | d_loss: 0.8875 | g_loss: 1.4429
Epoch [   26/   50] | d_loss: 1.0637 | g_loss: 1.2531
Epoch [   26/   50] | d_loss: 1.0400 | g_loss: 1.6002
Epoch [   26/   50] | d_loss: 0.9652 | g_loss: 1.2112
Epoch [   26/   50] | d_loss: 1.0062 | g_loss: 1.1999
Epoch [   26/   50] | d_loss: 1.0089 | g_loss: 1.8742
Epoch [   26/   50] | d_loss: 1.2018 | g_loss: 0.9114
Epoch [   26/   50] | d_loss: 1.1411 | g_loss: 1.3524
Epoch [   26/   50] | d_loss: 0.8983 | g_loss: 1.9288
Epoch [   26/   50] | d_loss: 1.0903 | g_loss: 1.2088
Epoch [   26/   50] | d_loss: 1.0130 | g_loss: 1.3728
Epoch [   26/   50] | d_loss: 1.0977 | g_loss: 1.3513
Epoch [   26/   50] | d_loss: 1.1286 | g_loss: 1.2366
Epoch [   26/   50] | d_loss: 0.9336 | g_loss: 1.2411
Epoch [   26/   50] | d_loss: 1.0011 | g_loss: 1.6104
Epoch [   26/   50] | d_loss: 1.2124 | g_loss: 0.9789
Epoch [   27/   50] | d_loss: 0.9175 | g_loss: 1.6561
Epoch [   27/   50] | d_loss: 1.1402 | g_loss: 1.1285
Epoch [   27/   50] | d_loss: 1.0721 | g_loss: 1.1326
Epoch [   27/   50] | d_loss: 0.8411 | g_loss: 1.9845
Epoch [   27/   50] | d_loss: 0.9187 | g_loss: 1.6277
Epoch [   27/   50] | d_loss: 0.9261 | g_loss: 1.9610
Epoch [   27/   50] | d_loss: 0.9075 | g_loss: 1.2478
Epoch [   27/   50] | d_loss: 1.2754 | g_loss: 0.9982
Epoch [   27/   50] | d_loss: 0.9557 | g_loss: 1.2138
Epoch [   27/   50] | d_loss: 0.9492 | g_loss: 1.6234
Epoch [   27/   50] | d_loss: 1.0082 | g_loss: 1.8609
Epoch [   27/   50] | d_loss: 1.2391 | g_loss: 1.2140
Epoch [   27/   50] | d_loss: 1.1121 | g_loss: 1.3468
Epoch [   27/   50] | d_loss: 1.0977 | g_loss: 1.1133
Epoch [   27/   50] | d_loss: 0.9175 | g_loss: 1.1897
Epoch [   27/   50] | d_loss: 0.9828 | g_loss: 1.0594
Epoch [   27/   50] | d_loss: 1.1023 | g_loss: 1.0805
Epoch [   27/   50] | d_loss: 1.0954 | g_loss: 1.7707
Epoch [   27/   50] | d_loss: 1.5186 | g_loss: 0.9845
Epoch [   27/   50] | d_loss: 1.0819 | g_loss: 1.2892
Epoch [   27/   50] | d_loss: 0.9837 | g_loss: 1.8565
Epoch [   27/   50] | d_loss: 1.0466 | g_loss: 1.0716
Epoch [   27/   50] | d_loss: 1.2124 | g_loss: 1.4911
Epoch [   27/   50] | d_loss: 1.1118 | g_loss: 1.3494
Epoch [   27/   50] | d_loss: 1.0359 | g_loss: 0.9965
Epoch [   27/   50] | d_loss: 0.8667 | g_loss: 1.5553
Epoch [   27/   50] | d_loss: 0.8876 | g_loss: 1.4915
Epoch [   27/   50] | d_loss: 1.0761 | g_loss: 2.2990
Epoch [   27/   50] | d_loss: 1.2772 | g_loss: 1.5341
Epoch [   27/   50] | d_loss: 1.1652 | g_loss: 1.1917
Epoch [   27/   50] | d_loss: 1.0142 | g_loss: 1.8536
Epoch [   27/   50] | d_loss: 0.9095 | g_loss: 1.4684
Epoch [   27/   50] | d_loss: 1.0719 | g_loss: 1.3772
Epoch [   27/   50] | d_loss: 1.0271 | g_loss: 1.0164
Epoch [   27/   50] | d_loss: 1.0980 | g_loss: 3.0517
Epoch [   27/   50] | d_loss: 1.0024 | g_loss: 1.6965
Epoch [   28/   50] | d_loss: 1.1019 | g_loss: 2.0268
Epoch [   28/   50] | d_loss: 0.8467 | g_loss: 1.7245
Epoch [   28/   50] | d_loss: 1.1587 | g_loss: 1.2447
Epoch [   28/   50] | d_loss: 1.1495 | g_loss: 1.6283
Epoch [   28/   50] | d_loss: 1.0362 | g_loss: 1.6564
Epoch [   28/   50] | d_loss: 1.1876 | g_loss: 2.1609
Epoch [   28/   50] | d_loss: 0.9897 | g_loss: 2.3379
Epoch [   28/   50] | d_loss: 1.3138 | g_loss: 0.5584
Epoch [   28/   50] | d_loss: 1.0276 | g_loss: 1.2127
Epoch [   28/   50] | d_loss: 0.8712 | g_loss: 1.5497
Epoch [   28/   50] | d_loss: 1.1693 | g_loss: 1.1031
Epoch [   28/   50] | d_loss: 0.9500 | g_loss: 1.2468
Epoch [   28/   50] | d_loss: 1.2936 | g_loss: 0.9532
Epoch [   28/   50] | d_loss: 1.2801 | g_loss: 0.8684
Epoch [   28/   50] | d_loss: 0.9450 | g_loss: 1.7315
Epoch [   28/   50] | d_loss: 1.0241 | g_loss: 1.2586
Epoch [   28/   50] | d_loss: 1.0335 | g_loss: 1.8602
Epoch [   28/   50] | d_loss: 1.1225 | g_loss: 1.6220
Epoch [   28/   50] | d_loss: 0.8600 | g_loss: 1.6657
Epoch [   28/   50] | d_loss: 1.0967 | g_loss: 1.1934
Epoch [   28/   50] | d_loss: 0.9700 | g_loss: 1.4505
Epoch [   28/   50] | d_loss: 0.8866 | g_loss: 1.9842
Epoch [   28/   50] | d_loss: 0.8605 | g_loss: 1.2523
Epoch [   28/   50] | d_loss: 1.0879 | g_loss: 1.0978
Epoch [   28/   50] | d_loss: 0.9843 | g_loss: 1.6664
Epoch [   28/   50] | d_loss: 0.9651 | g_loss: 1.2217
Epoch [   28/   50] | d_loss: 1.0142 | g_loss: 1.3422
Epoch [   28/   50] | d_loss: 0.9834 | g_loss: 1.2305
Epoch [   28/   50] | d_loss: 0.8853 | g_loss: 1.6916
Epoch [   28/   50] | d_loss: 0.9554 | g_loss: 1.4077
Epoch [   28/   50] | d_loss: 1.2095 | g_loss: 1.0640
Epoch [   28/   50] | d_loss: 1.1014 | g_loss: 1.1773
Epoch [   28/   50] | d_loss: 1.2041 | g_loss: 1.0360
Epoch [   28/   50] | d_loss: 0.9922 | g_loss: 1.8562
Epoch [   28/   50] | d_loss: 1.0683 | g_loss: 1.7784
Epoch [   28/   50] | d_loss: 1.0388 | g_loss: 1.1691
Epoch [   29/   50] | d_loss: 0.8926 | g_loss: 1.3392
Epoch [   29/   50] | d_loss: 0.9687 | g_loss: 1.7633
Epoch [   29/   50] | d_loss: 1.2248 | g_loss: 1.0139
Epoch [   29/   50] | d_loss: 1.2220 | g_loss: 0.8964
Epoch [   29/   50] | d_loss: 1.2608 | g_loss: 0.7636
Epoch [   29/   50] | d_loss: 1.0246 | g_loss: 1.3779
Epoch [   29/   50] | d_loss: 1.3183 | g_loss: 0.5689
Epoch [   29/   50] | d_loss: 0.9814 | g_loss: 1.1731
Epoch [   29/   50] | d_loss: 0.9579 | g_loss: 2.4548
Epoch [   29/   50] | d_loss: 1.2614 | g_loss: 1.5693
Epoch [   29/   50] | d_loss: 0.9304 | g_loss: 1.4577
Epoch [   29/   50] | d_loss: 0.9551 | g_loss: 1.8368
Epoch [   29/   50] | d_loss: 1.0489 | g_loss: 2.0002
Epoch [   29/   50] | d_loss: 0.9705 | g_loss: 1.9598
Epoch [   29/   50] | d_loss: 1.0332 | g_loss: 1.4483
Epoch [   29/   50] | d_loss: 1.0239 | g_loss: 1.1394
Epoch [   29/   50] | d_loss: 0.9586 | g_loss: 1.5972
Epoch [   29/   50] | d_loss: 0.8331 | g_loss: 1.4176
Epoch [   29/   50] | d_loss: 1.0913 | g_loss: 0.8409
Epoch [   29/   50] | d_loss: 1.0025 | g_loss: 1.5528
Epoch [   29/   50] | d_loss: 0.9120 | g_loss: 1.6525
Epoch [   29/   50] | d_loss: 0.8704 | g_loss: 1.0254
Epoch [   29/   50] | d_loss: 0.9125 | g_loss: 1.6790
Epoch [   29/   50] | d_loss: 1.0977 | g_loss: 1.9739
Epoch [   29/   50] | d_loss: 1.0872 | g_loss: 0.6638
Epoch [   29/   50] | d_loss: 1.1217 | g_loss: 1.8394
Epoch [   29/   50] | d_loss: 1.0470 | g_loss: 1.3044
Epoch [   29/   50] | d_loss: 1.0504 | g_loss: 1.6914
Epoch [   29/   50] | d_loss: 1.0233 | g_loss: 1.0174
Epoch [   29/   50] | d_loss: 1.1851 | g_loss: 1.3657
Epoch [   29/   50] | d_loss: 0.9163 | g_loss: 1.6884
Epoch [   29/   50] | d_loss: 1.0767 | g_loss: 1.2064
Epoch [   29/   50] | d_loss: 0.9588 | g_loss: 1.8079
Epoch [   29/   50] | d_loss: 1.3093 | g_loss: 0.8687
Epoch [   29/   50] | d_loss: 1.0772 | g_loss: 1.5561
Epoch [   29/   50] | d_loss: 1.0044 | g_loss: 2.0462
Epoch [   30/   50] | d_loss: 1.0732 | g_loss: 1.4234
Epoch [   30/   50] | d_loss: 0.8647 | g_loss: 1.1279
Epoch [   30/   50] | d_loss: 0.9439 | g_loss: 2.0726
Epoch [   30/   50] | d_loss: 1.1246 | g_loss: 1.9024
Epoch [   30/   50] | d_loss: 0.9994 | g_loss: 1.2371
Epoch [   30/   50] | d_loss: 1.1268 | g_loss: 1.9613
Epoch [   30/   50] | d_loss: 0.9596 | g_loss: 1.6504
Epoch [   30/   50] | d_loss: 1.0390 | g_loss: 1.5287
Epoch [   30/   50] | d_loss: 0.9954 | g_loss: 1.4647
Epoch [   30/   50] | d_loss: 0.9157 | g_loss: 1.8512
Epoch [   30/   50] | d_loss: 1.0919 | g_loss: 1.2722
Epoch [   30/   50] | d_loss: 1.0820 | g_loss: 1.1011
Epoch [   30/   50] | d_loss: 0.9436 | g_loss: 1.4143
Epoch [   30/   50] | d_loss: 1.6279 | g_loss: 0.9033
Epoch [   30/   50] | d_loss: 1.0249 | g_loss: 0.9063
Epoch [   30/   50] | d_loss: 1.0568 | g_loss: 1.3874
Epoch [   30/   50] | d_loss: 0.9346 | g_loss: 1.4803
Epoch [   30/   50] | d_loss: 1.0275 | g_loss: 1.2672
Epoch [   30/   50] | d_loss: 0.8715 | g_loss: 1.6191
Epoch [   30/   50] | d_loss: 1.0474 | g_loss: 1.4099
Epoch [   30/   50] | d_loss: 1.0433 | g_loss: 1.0853
Epoch [   30/   50] | d_loss: 1.0999 | g_loss: 1.9748
Epoch [   30/   50] | d_loss: 1.0575 | g_loss: 1.0667
Epoch [   30/   50] | d_loss: 1.1020 | g_loss: 1.0281
Epoch [   30/   50] | d_loss: 1.0836 | g_loss: 1.7963
Epoch [   30/   50] | d_loss: 1.1278 | g_loss: 0.9914
Epoch [   30/   50] | d_loss: 1.0713 | g_loss: 1.2619
Epoch [   30/   50] | d_loss: 0.9664 | g_loss: 1.8348
Epoch [   30/   50] | d_loss: 1.0018 | g_loss: 1.5961
Epoch [   30/   50] | d_loss: 1.2275 | g_loss: 1.2394
Epoch [   30/   50] | d_loss: 1.0308 | g_loss: 1.9339
Epoch [   30/   50] | d_loss: 1.1887 | g_loss: 1.3650
Epoch [   30/   50] | d_loss: 1.1761 | g_loss: 2.5843
Epoch [   30/   50] | d_loss: 1.0202 | g_loss: 1.2294
Epoch [   30/   50] | d_loss: 0.9418 | g_loss: 1.5073
Epoch [   30/   50] | d_loss: 0.9651 | g_loss: 1.4787
Epoch [   31/   50] | d_loss: 0.9465 | g_loss: 1.4636
Epoch [   31/   50] | d_loss: 1.1322 | g_loss: 0.8232
Epoch [   31/   50] | d_loss: 1.0144 | g_loss: 1.4567
Epoch [   31/   50] | d_loss: 1.4471 | g_loss: 2.0254
Epoch [   31/   50] | d_loss: 1.0465 | g_loss: 1.6146
Epoch [   31/   50] | d_loss: 0.7816 | g_loss: 1.5427
Epoch [   31/   50] | d_loss: 1.0714 | g_loss: 1.3918
Epoch [   31/   50] | d_loss: 1.0804 | g_loss: 1.2822
Epoch [   31/   50] | d_loss: 1.0770 | g_loss: 1.5155
Epoch [   31/   50] | d_loss: 1.0323 | g_loss: 1.4055
Epoch [   31/   50] | d_loss: 0.9974 | g_loss: 1.3951
Epoch [   31/   50] | d_loss: 1.0932 | g_loss: 1.3528
Epoch [   31/   50] | d_loss: 0.9622 | g_loss: 2.1625
Epoch [   31/   50] | d_loss: 1.1391 | g_loss: 1.0518
Epoch [   31/   50] | d_loss: 1.1179 | g_loss: 1.0923
Epoch [   31/   50] | d_loss: 1.0612 | g_loss: 1.4987
Epoch [   31/   50] | d_loss: 0.9177 | g_loss: 1.9557
Epoch [   31/   50] | d_loss: 0.9568 | g_loss: 2.1117
Epoch [   31/   50] | d_loss: 1.2668 | g_loss: 1.3088
Epoch [   31/   50] | d_loss: 0.9965 | g_loss: 1.0901
Epoch [   31/   50] | d_loss: 1.0010 | g_loss: 1.4434
Epoch [   31/   50] | d_loss: 0.9772 | g_loss: 2.0377
Epoch [   31/   50] | d_loss: 0.9183 | g_loss: 1.2377
Epoch [   31/   50] | d_loss: 1.1609 | g_loss: 1.2231
Epoch [   31/   50] | d_loss: 1.1458 | g_loss: 1.4632
Epoch [   31/   50] | d_loss: 1.1190 | g_loss: 1.2988
Epoch [   31/   50] | d_loss: 0.9282 | g_loss: 2.0749
Epoch [   31/   50] | d_loss: 1.0965 | g_loss: 1.6681
Epoch [   31/   50] | d_loss: 0.9617 | g_loss: 1.5740
Epoch [   31/   50] | d_loss: 1.0827 | g_loss: 1.8133
Epoch [   31/   50] | d_loss: 0.9206 | g_loss: 1.2266
Epoch [   31/   50] | d_loss: 0.9891 | g_loss: 2.0395
Epoch [   31/   50] | d_loss: 0.9542 | g_loss: 1.3272
Epoch [   31/   50] | d_loss: 1.0457 | g_loss: 2.0519
Epoch [   31/   50] | d_loss: 1.6811 | g_loss: 0.6102
Epoch [   31/   50] | d_loss: 1.0284 | g_loss: 1.6106
Epoch [   32/   50] | d_loss: 0.9285 | g_loss: 1.7337
Epoch [   32/   50] | d_loss: 0.9984 | g_loss: 0.8954
Epoch [   32/   50] | d_loss: 0.9729 | g_loss: 1.6897
Epoch [   32/   50] | d_loss: 0.9516 | g_loss: 1.5099
Epoch [   32/   50] | d_loss: 0.9787 | g_loss: 1.6234
Epoch [   32/   50] | d_loss: 1.1975 | g_loss: 1.0586
Epoch [   32/   50] | d_loss: 1.1102 | g_loss: 1.0113
Epoch [   32/   50] | d_loss: 0.9293 | g_loss: 1.9599
Epoch [   32/   50] | d_loss: 1.1915 | g_loss: 0.9879
Epoch [   32/   50] | d_loss: 0.9489 | g_loss: 0.9181
Epoch [   32/   50] | d_loss: 1.0972 | g_loss: 2.0788
Epoch [   32/   50] | d_loss: 1.2959 | g_loss: 2.7352
Epoch [   32/   50] | d_loss: 0.9139 | g_loss: 1.6882
Epoch [   32/   50] | d_loss: 1.0626 | g_loss: 1.3715
Epoch [   32/   50] | d_loss: 0.8853 | g_loss: 1.4661
Epoch [   32/   50] | d_loss: 1.0468 | g_loss: 1.7616
Epoch [   32/   50] | d_loss: 1.2084 | g_loss: 1.4118
Epoch [   32/   50] | d_loss: 1.1229 | g_loss: 1.0528
Epoch [   32/   50] | d_loss: 1.0995 | g_loss: 1.6577
Epoch [   32/   50] | d_loss: 0.9354 | g_loss: 2.6739
Epoch [   32/   50] | d_loss: 1.1779 | g_loss: 1.1587
Epoch [   32/   50] | d_loss: 1.0721 | g_loss: 2.0184
Epoch [   32/   50] | d_loss: 0.9653 | g_loss: 1.5229
Epoch [   32/   50] | d_loss: 0.9948 | g_loss: 1.9187
Epoch [   32/   50] | d_loss: 0.9631 | g_loss: 1.0587
Epoch [   32/   50] | d_loss: 1.0617 | g_loss: 1.2104
Epoch [   32/   50] | d_loss: 0.9012 | g_loss: 1.2036
Epoch [   32/   50] | d_loss: 1.0581 | g_loss: 1.1725
Epoch [   32/   50] | d_loss: 0.9357 | g_loss: 2.3181
Epoch [   32/   50] | d_loss: 0.8596 | g_loss: 2.3742
Epoch [   32/   50] | d_loss: 1.0463 | g_loss: 1.0945
Epoch [   32/   50] | d_loss: 0.9098 | g_loss: 1.9668
Epoch [   32/   50] | d_loss: 0.7982 | g_loss: 1.3878
Epoch [   32/   50] | d_loss: 1.0301 | g_loss: 1.5812
Epoch [   32/   50] | d_loss: 1.5169 | g_loss: 0.7578
Epoch [   32/   50] | d_loss: 0.8992 | g_loss: 1.7150
Epoch [   33/   50] | d_loss: 1.1632 | g_loss: 1.0804
Epoch [   33/   50] | d_loss: 0.9455 | g_loss: 1.7431
Epoch [   33/   50] | d_loss: 1.1352 | g_loss: 1.1205
Epoch [   33/   50] | d_loss: 0.9341 | g_loss: 1.1563
Epoch [   33/   50] | d_loss: 0.9284 | g_loss: 1.8245
Epoch [   33/   50] | d_loss: 1.1034 | g_loss: 0.9167
Epoch [   33/   50] | d_loss: 0.9184 | g_loss: 1.7199
Epoch [   33/   50] | d_loss: 1.3814 | g_loss: 2.4769
Epoch [   33/   50] | d_loss: 0.9493 | g_loss: 1.6129
Epoch [   33/   50] | d_loss: 1.0880 | g_loss: 1.9947
Epoch [   33/   50] | d_loss: 0.9310 | g_loss: 1.6739
Epoch [   33/   50] | d_loss: 1.0464 | g_loss: 1.6315
Epoch [   33/   50] | d_loss: 1.1149 | g_loss: 2.1459
Epoch [   33/   50] | d_loss: 0.9786 | g_loss: 1.9072
Epoch [   33/   50] | d_loss: 0.9952 | g_loss: 1.3314
Epoch [   33/   50] | d_loss: 1.0702 | g_loss: 1.1095
Epoch [   33/   50] | d_loss: 0.9881 | g_loss: 1.4129
Epoch [   33/   50] | d_loss: 0.9443 | g_loss: 1.4758
Epoch [   33/   50] | d_loss: 1.1950 | g_loss: 1.3463
Epoch [   33/   50] | d_loss: 1.0539 | g_loss: 1.7091
Epoch [   33/   50] | d_loss: 1.2335 | g_loss: 0.8702
Epoch [   33/   50] | d_loss: 1.1501 | g_loss: 1.6592
Epoch [   33/   50] | d_loss: 0.9824 | g_loss: 1.6964
Epoch [   33/   50] | d_loss: 0.8105 | g_loss: 1.5504
Epoch [   33/   50] | d_loss: 0.9515 | g_loss: 1.3341
Epoch [   33/   50] | d_loss: 0.9467 | g_loss: 1.5939
Epoch [   33/   50] | d_loss: 0.9996 | g_loss: 1.2507
Epoch [   33/   50] | d_loss: 0.9361 | g_loss: 1.3623
Epoch [   33/   50] | d_loss: 1.1607 | g_loss: 1.5781
Epoch [   33/   50] | d_loss: 0.9713 | g_loss: 1.5324
Epoch [   33/   50] | d_loss: 1.0003 | g_loss: 2.6799
Epoch [   33/   50] | d_loss: 0.8467 | g_loss: 1.5011
Epoch [   33/   50] | d_loss: 1.0868 | g_loss: 1.3307
Epoch [   33/   50] | d_loss: 0.9897 | g_loss: 1.7835
Epoch [   33/   50] | d_loss: 1.0600 | g_loss: 1.6760
Epoch [   33/   50] | d_loss: 0.9661 | g_loss: 2.3157
Epoch [   34/   50] | d_loss: 1.1215 | g_loss: 2.0004
Epoch [   34/   50] | d_loss: 0.9879 | g_loss: 1.6482
Epoch [   34/   50] | d_loss: 1.0666 | g_loss: 1.5012
Epoch [   34/   50] | d_loss: 1.1322 | g_loss: 1.4303
Epoch [   34/   50] | d_loss: 1.0605 | g_loss: 1.5927
Epoch [   34/   50] | d_loss: 1.0649 | g_loss: 2.1545
Epoch [   34/   50] | d_loss: 1.1651 | g_loss: 1.1571
Epoch [   34/   50] | d_loss: 0.9082 | g_loss: 1.6629
Epoch [   34/   50] | d_loss: 0.9106 | g_loss: 1.5166
Epoch [   34/   50] | d_loss: 1.0567 | g_loss: 1.3687
Epoch [   34/   50] | d_loss: 0.9894 | g_loss: 1.5104
Epoch [   34/   50] | d_loss: 1.0755 | g_loss: 1.3686
Epoch [   34/   50] | d_loss: 0.9027 | g_loss: 1.4285
Epoch [   34/   50] | d_loss: 1.0839 | g_loss: 1.2122
Epoch [   34/   50] | d_loss: 0.9696 | g_loss: 1.8570
Epoch [   34/   50] | d_loss: 0.9473 | g_loss: 1.8508
Epoch [   34/   50] | d_loss: 1.0265 | g_loss: 0.8849
Epoch [   34/   50] | d_loss: 1.0438 | g_loss: 1.2032
Epoch [   34/   50] | d_loss: 0.8618 | g_loss: 1.7738
Epoch [   34/   50] | d_loss: 0.8956 | g_loss: 1.8484
Epoch [   34/   50] | d_loss: 0.9475 | g_loss: 1.2496
Epoch [   34/   50] | d_loss: 0.9674 | g_loss: 1.1717
Epoch [   34/   50] | d_loss: 1.0813 | g_loss: 0.9610
Epoch [   34/   50] | d_loss: 1.2376 | g_loss: 1.1797
Epoch [   34/   50] | d_loss: 1.3590 | g_loss: 0.7874
Epoch [   34/   50] | d_loss: 0.9187 | g_loss: 1.3592
Epoch [   34/   50] | d_loss: 1.0435 | g_loss: 1.9066
Epoch [   34/   50] | d_loss: 1.0040 | g_loss: 1.5979
Epoch [   34/   50] | d_loss: 0.8944 | g_loss: 1.6819
Epoch [   34/   50] | d_loss: 1.0148 | g_loss: 2.0830
Epoch [   34/   50] | d_loss: 1.0532 | g_loss: 1.6498
Epoch [   34/   50] | d_loss: 1.0805 | g_loss: 1.5903
Epoch [   34/   50] | d_loss: 1.0450 | g_loss: 1.7802
Epoch [   34/   50] | d_loss: 1.0459 | g_loss: 1.1505
Epoch [   34/   50] | d_loss: 0.8605 | g_loss: 1.3000
Epoch [   34/   50] | d_loss: 1.1648 | g_loss: 1.4756
Epoch [   35/   50] | d_loss: 0.9627 | g_loss: 2.1252
Epoch [   35/   50] | d_loss: 1.2803 | g_loss: 0.8232
Epoch [   35/   50] | d_loss: 1.3499 | g_loss: 0.9620
Epoch [   35/   50] | d_loss: 0.8943 | g_loss: 1.4199
Epoch [   35/   50] | d_loss: 1.0180 | g_loss: 1.0801
Epoch [   35/   50] | d_loss: 0.9637 | g_loss: 1.7286
Epoch [   35/   50] | d_loss: 1.0092 | g_loss: 1.6874
Epoch [   35/   50] | d_loss: 1.1129 | g_loss: 1.5746
Epoch [   35/   50] | d_loss: 0.9706 | g_loss: 1.2943
Epoch [   35/   50] | d_loss: 0.9726 | g_loss: 1.3156
Epoch [   35/   50] | d_loss: 0.9973 | g_loss: 1.9686
Epoch [   35/   50] | d_loss: 0.9220 | g_loss: 1.3462
Epoch [   35/   50] | d_loss: 0.9930 | g_loss: 1.6175
Epoch [   35/   50] | d_loss: 0.8533 | g_loss: 1.1393
Epoch [   35/   50] | d_loss: 1.3764 | g_loss: 2.0186
Epoch [   35/   50] | d_loss: 1.1460 | g_loss: 1.2547
Epoch [   35/   50] | d_loss: 0.8257 | g_loss: 1.5128
Epoch [   35/   50] | d_loss: 1.0866 | g_loss: 0.8431
Epoch [   35/   50] | d_loss: 0.9893 | g_loss: 1.7521
Epoch [   35/   50] | d_loss: 0.9622 | g_loss: 1.3561
Epoch [   35/   50] | d_loss: 1.0131 | g_loss: 1.8578
Epoch [   35/   50] | d_loss: 0.8136 | g_loss: 1.4438
Epoch [   35/   50] | d_loss: 0.8691 | g_loss: 1.8096
Epoch [   35/   50] | d_loss: 1.4229 | g_loss: 1.4587
Epoch [   35/   50] | d_loss: 0.9091 | g_loss: 1.5138
Epoch [   35/   50] | d_loss: 0.8257 | g_loss: 1.3272
Epoch [   35/   50] | d_loss: 0.9637 | g_loss: 2.0467
Epoch [   35/   50] | d_loss: 1.2433 | g_loss: 0.6725
Epoch [   35/   50] | d_loss: 1.1663 | g_loss: 2.2091
Epoch [   35/   50] | d_loss: 0.8904 | g_loss: 1.6702
Epoch [   35/   50] | d_loss: 1.2364 | g_loss: 1.0409
Epoch [   35/   50] | d_loss: 0.8353 | g_loss: 1.7808
Epoch [   35/   50] | d_loss: 0.9970 | g_loss: 1.8416
Epoch [   35/   50] | d_loss: 1.0698 | g_loss: 1.8954
Epoch [   35/   50] | d_loss: 1.0251 | g_loss: 1.8986
Epoch [   35/   50] | d_loss: 0.9420 | g_loss: 2.0965
Epoch [   36/   50] | d_loss: 1.0866 | g_loss: 1.4075
Epoch [   36/   50] | d_loss: 0.9659 | g_loss: 1.8795
Epoch [   36/   50] | d_loss: 0.9115 | g_loss: 1.5102
Epoch [   36/   50] | d_loss: 1.0300 | g_loss: 1.7716
Epoch [   36/   50] | d_loss: 1.0288 | g_loss: 1.1423
Epoch [   36/   50] | d_loss: 1.1072 | g_loss: 1.7079
Epoch [   36/   50] | d_loss: 0.8321 | g_loss: 1.6872
Epoch [   36/   50] | d_loss: 1.0113 | g_loss: 1.0710
Epoch [   36/   50] | d_loss: 1.0975 | g_loss: 1.5120
Epoch [   36/   50] | d_loss: 0.9440 | g_loss: 1.7140
Epoch [   36/   50] | d_loss: 1.1372 | g_loss: 2.0128
Epoch [   36/   50] | d_loss: 1.4147 | g_loss: 2.4615
Epoch [   36/   50] | d_loss: 0.9877 | g_loss: 1.9464
Epoch [   36/   50] | d_loss: 0.9413 | g_loss: 1.4417
Epoch [   36/   50] | d_loss: 0.8595 | g_loss: 1.5906
Epoch [   36/   50] | d_loss: 1.0506 | g_loss: 1.3807
Epoch [   36/   50] | d_loss: 0.8733 | g_loss: 1.7186
Epoch [   36/   50] | d_loss: 0.9670 | g_loss: 1.3851
Epoch [   36/   50] | d_loss: 1.1578 | g_loss: 1.5972
Epoch [   36/   50] | d_loss: 1.1236 | g_loss: 0.9569
Epoch [   36/   50] | d_loss: 1.0026 | g_loss: 2.0356
Epoch [   36/   50] | d_loss: 1.0430 | g_loss: 1.3415
Epoch [   36/   50] | d_loss: 0.9613 | g_loss: 1.4677
Epoch [   36/   50] | d_loss: 1.6177 | g_loss: 1.0373
Epoch [   36/   50] | d_loss: 1.0244 | g_loss: 1.5641
Epoch [   36/   50] | d_loss: 1.0783 | g_loss: 0.9185
Epoch [   36/   50] | d_loss: 0.9081 | g_loss: 2.0337
Epoch [   36/   50] | d_loss: 0.8138 | g_loss: 1.8179
Epoch [   36/   50] | d_loss: 1.1087 | g_loss: 0.9758
Epoch [   36/   50] | d_loss: 1.1761 | g_loss: 1.0132
Epoch [   36/   50] | d_loss: 1.0011 | g_loss: 0.9922
Epoch [   36/   50] | d_loss: 1.1705 | g_loss: 1.0759
Epoch [   36/   50] | d_loss: 0.9702 | g_loss: 1.1909
Epoch [   36/   50] | d_loss: 1.0584 | g_loss: 1.3576
Epoch [   36/   50] | d_loss: 0.9072 | g_loss: 1.5510
Epoch [   36/   50] | d_loss: 0.9237 | g_loss: 0.9470
Epoch [   37/   50] | d_loss: 0.9777 | g_loss: 1.3981
Epoch [   37/   50] | d_loss: 0.8735 | g_loss: 1.3827
Epoch [   37/   50] | d_loss: 1.0755 | g_loss: 1.2933
Epoch [   37/   50] | d_loss: 1.3698 | g_loss: 0.9194
Epoch [   37/   50] | d_loss: 0.9903 | g_loss: 1.7191
Epoch [   37/   50] | d_loss: 1.1335 | g_loss: 1.0487
Epoch [   37/   50] | d_loss: 0.8890 | g_loss: 1.7341
Epoch [   37/   50] | d_loss: 1.0441 | g_loss: 1.9551
Epoch [   37/   50] | d_loss: 1.0410 | g_loss: 1.6831
Epoch [   37/   50] | d_loss: 0.9286 | g_loss: 1.4819
Epoch [   37/   50] | d_loss: 1.1099 | g_loss: 2.0888
Epoch [   37/   50] | d_loss: 1.4162 | g_loss: 2.1750
Epoch [   37/   50] | d_loss: 1.0666 | g_loss: 1.3719
Epoch [   37/   50] | d_loss: 1.1626 | g_loss: 1.2292
Epoch [   37/   50] | d_loss: 1.2026 | g_loss: 1.3046
Epoch [   37/   50] | d_loss: 1.0955 | g_loss: 1.3121
Epoch [   37/   50] | d_loss: 0.9361 | g_loss: 1.3613
Epoch [   37/   50] | d_loss: 1.7273 | g_loss: 2.4888
Epoch [   37/   50] | d_loss: 0.9695 | g_loss: 1.8263
Epoch [   37/   50] | d_loss: 0.9623 | g_loss: 1.5109
Epoch [   37/   50] | d_loss: 1.0223 | g_loss: 1.5610
Epoch [   37/   50] | d_loss: 0.9239 | g_loss: 1.6183
Epoch [   37/   50] | d_loss: 1.0902 | g_loss: 1.1370
Epoch [   37/   50] | d_loss: 1.1660 | g_loss: 1.3100
Epoch [   37/   50] | d_loss: 1.3714 | g_loss: 1.3936
Epoch [   37/   50] | d_loss: 1.1408 | g_loss: 1.6834
Epoch [   37/   50] | d_loss: 0.8918 | g_loss: 1.4776
Epoch [   37/   50] | d_loss: 0.9261 | g_loss: 1.4003
Epoch [   37/   50] | d_loss: 1.3451 | g_loss: 0.6082
Epoch [   37/   50] | d_loss: 0.8821 | g_loss: 1.7107
Epoch [   37/   50] | d_loss: 0.9716 | g_loss: 2.9297
Epoch [   37/   50] | d_loss: 1.0619 | g_loss: 1.1492
Epoch [   37/   50] | d_loss: 0.8970 | g_loss: 1.9993
Epoch [   37/   50] | d_loss: 1.0069 | g_loss: 1.3106
Epoch [   37/   50] | d_loss: 0.9466 | g_loss: 1.6122
Epoch [   37/   50] | d_loss: 0.9561 | g_loss: 1.9395
Epoch [   38/   50] | d_loss: 1.0422 | g_loss: 1.3009
Epoch [   38/   50] | d_loss: 1.1130 | g_loss: 1.3175
Epoch [   38/   50] | d_loss: 1.0525 | g_loss: 1.6429
Epoch [   38/   50] | d_loss: 1.0309 | g_loss: 2.3814
Epoch [   38/   50] | d_loss: 1.2854 | g_loss: 1.9985
Epoch [   38/   50] | d_loss: 0.9047 | g_loss: 1.7218
Epoch [   38/   50] | d_loss: 0.9975 | g_loss: 2.1632
Epoch [   38/   50] | d_loss: 1.0250 | g_loss: 1.1062
Epoch [   38/   50] | d_loss: 1.0710 | g_loss: 1.8902
Epoch [   38/   50] | d_loss: 1.0193 | g_loss: 1.4373
Epoch [   38/   50] | d_loss: 1.0496 | g_loss: 1.4292
Epoch [   38/   50] | d_loss: 1.0097 | g_loss: 1.1585
Epoch [   38/   50] | d_loss: 1.0886 | g_loss: 1.3813
Epoch [   38/   50] | d_loss: 1.1991 | g_loss: 0.7179
Epoch [   38/   50] | d_loss: 1.0555 | g_loss: 1.3879
Epoch [   38/   50] | d_loss: 1.0033 | g_loss: 1.5497
Epoch [   38/   50] | d_loss: 1.0934 | g_loss: 1.2440
Epoch [   38/   50] | d_loss: 1.0654 | g_loss: 1.2336
Epoch [   38/   50] | d_loss: 1.0888 | g_loss: 1.7935
Epoch [   38/   50] | d_loss: 0.9595 | g_loss: 2.5954
Epoch [   38/   50] | d_loss: 0.8410 | g_loss: 1.4719
Epoch [   38/   50] | d_loss: 0.8561 | g_loss: 2.3721
Epoch [   38/   50] | d_loss: 0.9905 | g_loss: 1.9935
Epoch [   38/   50] | d_loss: 1.2173 | g_loss: 1.6420
Epoch [   38/   50] | d_loss: 1.1474 | g_loss: 1.6201
Epoch [   38/   50] | d_loss: 0.8714 | g_loss: 1.6233
Epoch [   38/   50] | d_loss: 1.1680 | g_loss: 1.4305
Epoch [   38/   50] | d_loss: 0.9282 | g_loss: 1.5095
Epoch [   38/   50] | d_loss: 1.0189 | g_loss: 1.7298
Epoch [   38/   50] | d_loss: 1.1121 | g_loss: 0.7661
Epoch [   38/   50] | d_loss: 0.9555 | g_loss: 1.8570
Epoch [   38/   50] | d_loss: 0.9234 | g_loss: 1.3871
Epoch [   38/   50] | d_loss: 1.1621 | g_loss: 1.2465
Epoch [   38/   50] | d_loss: 1.0681 | g_loss: 1.1213
Epoch [   38/   50] | d_loss: 1.1322 | g_loss: 1.4719
Epoch [   38/   50] | d_loss: 0.9245 | g_loss: 1.5062
Epoch [   39/   50] | d_loss: 0.8535 | g_loss: 1.8221
Epoch [   39/   50] | d_loss: 0.9390 | g_loss: 1.5471
Epoch [   39/   50] | d_loss: 0.9640 | g_loss: 1.8058
Epoch [   39/   50] | d_loss: 0.9845 | g_loss: 1.6446
Epoch [   39/   50] | d_loss: 0.9884 | g_loss: 1.5926
Epoch [   39/   50] | d_loss: 0.9809 | g_loss: 2.3286
Epoch [   39/   50] | d_loss: 1.0200 | g_loss: 1.1103
Epoch [   39/   50] | d_loss: 1.2604 | g_loss: 1.2188
Epoch [   39/   50] | d_loss: 1.0734 | g_loss: 2.0293
Epoch [   39/   50] | d_loss: 0.9058 | g_loss: 1.6419
Epoch [   39/   50] | d_loss: 0.9893 | g_loss: 1.5924
Epoch [   39/   50] | d_loss: 0.8676 | g_loss: 1.1656
Epoch [   39/   50] | d_loss: 0.9971 | g_loss: 1.4021
Epoch [   39/   50] | d_loss: 0.9571 | g_loss: 1.2136
Epoch [   39/   50] | d_loss: 0.9854 | g_loss: 1.7542
Epoch [   39/   50] | d_loss: 0.9287 | g_loss: 1.2636
Epoch [   39/   50] | d_loss: 1.0122 | g_loss: 1.2450
Epoch [   39/   50] | d_loss: 1.1243 | g_loss: 1.0759
Epoch [   39/   50] | d_loss: 0.9428 | g_loss: 1.2000
Epoch [   39/   50] | d_loss: 0.9046 | g_loss: 1.1851
Epoch [   39/   50] | d_loss: 0.8811 | g_loss: 0.7664
Epoch [   39/   50] | d_loss: 1.0585 | g_loss: 1.4533
Epoch [   39/   50] | d_loss: 1.4304 | g_loss: 0.8781
Epoch [   39/   50] | d_loss: 1.5532 | g_loss: 1.0326
Epoch [   39/   50] | d_loss: 0.9611 | g_loss: 1.7145
Epoch [   39/   50] | d_loss: 1.4116 | g_loss: 1.9673
Epoch [   39/   50] | d_loss: 1.1417 | g_loss: 1.7834
Epoch [   39/   50] | d_loss: 1.1509 | g_loss: 1.2161
Epoch [   39/   50] | d_loss: 1.1684 | g_loss: 1.0497
Epoch [   39/   50] | d_loss: 0.9941 | g_loss: 1.5704
Epoch [   39/   50] | d_loss: 0.9077 | g_loss: 1.4446
Epoch [   39/   50] | d_loss: 0.8888 | g_loss: 1.4622
Epoch [   39/   50] | d_loss: 1.1568 | g_loss: 1.1876
Epoch [   39/   50] | d_loss: 1.0622 | g_loss: 1.8647
Epoch [   39/   50] | d_loss: 0.8812 | g_loss: 2.1965
Epoch [   39/   50] | d_loss: 0.8933 | g_loss: 1.7443
Epoch [   40/   50] | d_loss: 1.0956 | g_loss: 1.1807
Epoch [   40/   50] | d_loss: 0.9124 | g_loss: 1.4981
Epoch [   40/   50] | d_loss: 0.9028 | g_loss: 1.4477
Epoch [   40/   50] | d_loss: 1.2044 | g_loss: 2.2651
Epoch [   40/   50] | d_loss: 1.0254 | g_loss: 1.8887
Epoch [   40/   50] | d_loss: 0.9811 | g_loss: 2.5116
Epoch [   40/   50] | d_loss: 1.0446 | g_loss: 1.8260
Epoch [   40/   50] | d_loss: 0.8593 | g_loss: 1.8991
Epoch [   40/   50] | d_loss: 1.0566 | g_loss: 2.1274
Epoch [   40/   50] | d_loss: 0.9483 | g_loss: 1.9690
Epoch [   40/   50] | d_loss: 1.0983 | g_loss: 1.5480
Epoch [   40/   50] | d_loss: 1.2036 | g_loss: 1.5947
Epoch [   40/   50] | d_loss: 0.9392 | g_loss: 1.2961
Epoch [   40/   50] | d_loss: 1.2044 | g_loss: 1.6280
Epoch [   40/   50] | d_loss: 0.9956 | g_loss: 1.7105
Epoch [   40/   50] | d_loss: 1.0811 | g_loss: 2.2090
Epoch [   40/   50] | d_loss: 0.8849 | g_loss: 2.9348
Epoch [   40/   50] | d_loss: 1.1388 | g_loss: 1.3247
Epoch [   40/   50] | d_loss: 0.9689 | g_loss: 1.4836
Epoch [   40/   50] | d_loss: 1.3760 | g_loss: 1.8532
Epoch [   40/   50] | d_loss: 1.0625 | g_loss: 1.4579
Epoch [   40/   50] | d_loss: 1.0973 | g_loss: 1.4974
Epoch [   40/   50] | d_loss: 1.0609 | g_loss: 1.7428
Epoch [   40/   50] | d_loss: 1.0095 | g_loss: 1.7643
Epoch [   40/   50] | d_loss: 1.0551 | g_loss: 0.8990
Epoch [   40/   50] | d_loss: 0.8256 | g_loss: 1.3180
Epoch [   40/   50] | d_loss: 1.3286 | g_loss: 2.2677
Epoch [   40/   50] | d_loss: 0.8965 | g_loss: 1.5974
Epoch [   40/   50] | d_loss: 0.8924 | g_loss: 1.4455
Epoch [   40/   50] | d_loss: 0.8332 | g_loss: 2.3600
Epoch [   40/   50] | d_loss: 0.9395 | g_loss: 1.8088
Epoch [   40/   50] | d_loss: 1.2141 | g_loss: 1.4844
Epoch [   40/   50] | d_loss: 1.0345 | g_loss: 1.4269
Epoch [   40/   50] | d_loss: 0.9251 | g_loss: 1.6653
Epoch [   40/   50] | d_loss: 1.1865 | g_loss: 0.9253
Epoch [   40/   50] | d_loss: 1.0523 | g_loss: 1.2392
Epoch [   41/   50] | d_loss: 1.4519 | g_loss: 0.9249
Epoch [   41/   50] | d_loss: 0.9983 | g_loss: 1.7163
Epoch [   41/   50] | d_loss: 1.0054 | g_loss: 1.3731
Epoch [   41/   50] | d_loss: 1.0472 | g_loss: 1.3335
Epoch [   41/   50] | d_loss: 1.0239 | g_loss: 1.1311
Epoch [   41/   50] | d_loss: 1.1008 | g_loss: 1.7965
Epoch [   41/   50] | d_loss: 1.0917 | g_loss: 1.6982
Epoch [   41/   50] | d_loss: 0.9143 | g_loss: 1.1819
Epoch [   41/   50] | d_loss: 0.8569 | g_loss: 1.1668
Epoch [   41/   50] | d_loss: 1.1221 | g_loss: 1.4311
Epoch [   41/   50] | d_loss: 0.9854 | g_loss: 2.2321
Epoch [   41/   50] | d_loss: 1.0224 | g_loss: 1.6354
Epoch [   41/   50] | d_loss: 1.0345 | g_loss: 1.8551
Epoch [   41/   50] | d_loss: 1.0589 | g_loss: 1.1156
Epoch [   41/   50] | d_loss: 0.9189 | g_loss: 1.3228
Epoch [   41/   50] | d_loss: 1.1621 | g_loss: 1.4483
Epoch [   41/   50] | d_loss: 0.9706 | g_loss: 0.9516
Epoch [   41/   50] | d_loss: 0.9073 | g_loss: 1.5523
Epoch [   41/   50] | d_loss: 0.9147 | g_loss: 1.7594
Epoch [   41/   50] | d_loss: 1.0097 | g_loss: 1.3874
Epoch [   41/   50] | d_loss: 0.8973 | g_loss: 1.0539
Epoch [   41/   50] | d_loss: 1.9288 | g_loss: 1.9781
Epoch [   41/   50] | d_loss: 0.9749 | g_loss: 1.6160
Epoch [   41/   50] | d_loss: 1.1204 | g_loss: 2.1380
Epoch [   41/   50] | d_loss: 1.0580 | g_loss: 1.1176
Epoch [   41/   50] | d_loss: 0.9168 | g_loss: 1.5366
Epoch [   41/   50] | d_loss: 1.0904 | g_loss: 1.0280
Epoch [   41/   50] | d_loss: 0.9900 | g_loss: 1.5692
Epoch [   41/   50] | d_loss: 1.1633 | g_loss: 0.8214
Epoch [   41/   50] | d_loss: 0.8174 | g_loss: 1.4193
Epoch [   41/   50] | d_loss: 0.9926 | g_loss: 0.9923
Epoch [   41/   50] | d_loss: 1.1249 | g_loss: 1.6356
Epoch [   41/   50] | d_loss: 0.9023 | g_loss: 1.1696
Epoch [   41/   50] | d_loss: 1.4451 | g_loss: 0.8111
Epoch [   41/   50] | d_loss: 0.8802 | g_loss: 1.5731
Epoch [   41/   50] | d_loss: 0.9769 | g_loss: 1.8736
Epoch [   42/   50] | d_loss: 1.0121 | g_loss: 1.9479
Epoch [   42/   50] | d_loss: 1.0386 | g_loss: 1.1279
Epoch [   42/   50] | d_loss: 1.1178 | g_loss: 1.3393
Epoch [   42/   50] | d_loss: 1.1189 | g_loss: 1.4145
Epoch [   42/   50] | d_loss: 1.2873 | g_loss: 1.0466
Epoch [   42/   50] | d_loss: 1.0044 | g_loss: 1.4579
Epoch [   42/   50] | d_loss: 0.9893 | g_loss: 1.5749
Epoch [   42/   50] | d_loss: 1.2066 | g_loss: 0.8442
Epoch [   42/   50] | d_loss: 0.9281 | g_loss: 1.9899
Epoch [   42/   50] | d_loss: 0.9630 | g_loss: 2.7640
Epoch [   42/   50] | d_loss: 1.1209 | g_loss: 1.3145
Epoch [   42/   50] | d_loss: 1.0363 | g_loss: 1.0307
Epoch [   42/   50] | d_loss: 0.9454 | g_loss: 1.3164
Epoch [   42/   50] | d_loss: 0.9025 | g_loss: 1.5939
Epoch [   42/   50] | d_loss: 0.9959 | g_loss: 1.4935
Epoch [   42/   50] | d_loss: 1.0110 | g_loss: 1.3093
Epoch [   42/   50] | d_loss: 1.0558 | g_loss: 1.1131
Epoch [   42/   50] | d_loss: 0.9963 | g_loss: 2.1837
Epoch [   42/   50] | d_loss: 0.8782 | g_loss: 1.7763
Epoch [   42/   50] | d_loss: 1.0804 | g_loss: 1.5932
Epoch [   42/   50] | d_loss: 0.9081 | g_loss: 1.9856
Epoch [   42/   50] | d_loss: 0.9938 | g_loss: 1.8123
Epoch [   42/   50] | d_loss: 1.0488 | g_loss: 1.1116
Epoch [   42/   50] | d_loss: 0.9920 | g_loss: 1.3263
Epoch [   42/   50] | d_loss: 0.8776 | g_loss: 1.5011
Epoch [   42/   50] | d_loss: 0.9819 | g_loss: 1.7431
Epoch [   42/   50] | d_loss: 0.9445 | g_loss: 1.9299
Epoch [   42/   50] | d_loss: 1.0580 | g_loss: 1.3224
Epoch [   42/   50] | d_loss: 0.9960 | g_loss: 1.7160
Epoch [   42/   50] | d_loss: 1.0014 | g_loss: 1.9573
Epoch [   42/   50] | d_loss: 1.2000 | g_loss: 1.0100
Epoch [   42/   50] | d_loss: 0.8715 | g_loss: 2.6982
Epoch [   42/   50] | d_loss: 1.1140 | g_loss: 1.1469
Epoch [   42/   50] | d_loss: 1.0648 | g_loss: 1.9277
Epoch [   42/   50] | d_loss: 0.9918 | g_loss: 1.6641
Epoch [   42/   50] | d_loss: 1.3161 | g_loss: 1.7117
Epoch [   43/   50] | d_loss: 1.1925 | g_loss: 1.1147
Epoch [   43/   50] | d_loss: 1.0625 | g_loss: 1.6946
Epoch [   43/   50] | d_loss: 0.8938 | g_loss: 1.7587
Epoch [   43/   50] | d_loss: 1.1155 | g_loss: 1.3480
Epoch [   43/   50] | d_loss: 0.8190 | g_loss: 1.7726
Epoch [   43/   50] | d_loss: 0.8666 | g_loss: 1.6921
Epoch [   43/   50] | d_loss: 1.0438 | g_loss: 1.4454
Epoch [   43/   50] | d_loss: 1.1534 | g_loss: 2.9280
Epoch [   43/   50] | d_loss: 1.0154 | g_loss: 2.1504
Epoch [   43/   50] | d_loss: 1.1943 | g_loss: 1.3694
Epoch [   43/   50] | d_loss: 0.9783 | g_loss: 1.6047
Epoch [   43/   50] | d_loss: 0.7936 | g_loss: 1.6322
Epoch [   43/   50] | d_loss: 0.9624 | g_loss: 1.9057
Epoch [   43/   50] | d_loss: 0.9958 | g_loss: 1.4318
Epoch [   43/   50] | d_loss: 0.9661 | g_loss: 2.0223
Epoch [   43/   50] | d_loss: 0.9265 | g_loss: 2.0515
Epoch [   43/   50] | d_loss: 0.8854 | g_loss: 1.5857
Epoch [   43/   50] | d_loss: 0.9786 | g_loss: 1.1096
Epoch [   43/   50] | d_loss: 1.1351 | g_loss: 2.2233
Epoch [   43/   50] | d_loss: 0.8064 | g_loss: 2.0379
Epoch [   43/   50] | d_loss: 0.9703 | g_loss: 1.3258
Epoch [   43/   50] | d_loss: 0.8402 | g_loss: 1.2480
Epoch [   43/   50] | d_loss: 0.9646 | g_loss: 1.8907
Epoch [   43/   50] | d_loss: 0.9862 | g_loss: 0.8542
Epoch [   43/   50] | d_loss: 0.8079 | g_loss: 1.8103
Epoch [   43/   50] | d_loss: 1.0411 | g_loss: 1.6970
Epoch [   43/   50] | d_loss: 0.8909 | g_loss: 1.7657
Epoch [   43/   50] | d_loss: 0.8286 | g_loss: 2.0754
Epoch [   43/   50] | d_loss: 0.9449 | g_loss: 1.9467
Epoch [   43/   50] | d_loss: 0.9070 | g_loss: 1.7746
Epoch [   43/   50] | d_loss: 0.9373 | g_loss: 1.4353
Epoch [   43/   50] | d_loss: 0.9168 | g_loss: 1.9717
Epoch [   43/   50] | d_loss: 0.9539 | g_loss: 2.3071
Epoch [   43/   50] | d_loss: 0.9844 | g_loss: 2.4252
Epoch [   43/   50] | d_loss: 0.9845 | g_loss: 1.4380
Epoch [   43/   50] | d_loss: 1.0562 | g_loss: 1.3137
Epoch [   44/   50] | d_loss: 1.0070 | g_loss: 1.1570
Epoch [   44/   50] | d_loss: 1.2153 | g_loss: 1.7508
Epoch [   44/   50] | d_loss: 1.1034 | g_loss: 1.9191
Epoch [   44/   50] | d_loss: 0.9686 | g_loss: 1.7321
Epoch [   44/   50] | d_loss: 0.9460 | g_loss: 1.7108
Epoch [   44/   50] | d_loss: 1.1376 | g_loss: 1.0296
Epoch [   44/   50] | d_loss: 0.8820 | g_loss: 1.5181
Epoch [   44/   50] | d_loss: 0.9944 | g_loss: 1.3717
Epoch [   44/   50] | d_loss: 1.1258 | g_loss: 1.3818
Epoch [   44/   50] | d_loss: 0.8691 | g_loss: 2.1461
Epoch [   44/   50] | d_loss: 0.9084 | g_loss: 1.5625
Epoch [   44/   50] | d_loss: 0.9090 | g_loss: 2.4507
Epoch [   44/   50] | d_loss: 0.9344 | g_loss: 1.9235
Epoch [   44/   50] | d_loss: 1.0139 | g_loss: 1.4669
Epoch [   44/   50] | d_loss: 0.9460 | g_loss: 1.5103
Epoch [   44/   50] | d_loss: 1.1928 | g_loss: 1.0513
Epoch [   44/   50] | d_loss: 1.1695 | g_loss: 0.9388
Epoch [   44/   50] | d_loss: 0.9650 | g_loss: 1.7925
Epoch [   44/   50] | d_loss: 0.9431 | g_loss: 1.0282
Epoch [   44/   50] | d_loss: 0.9608 | g_loss: 1.3618
Epoch [   44/   50] | d_loss: 0.8506 | g_loss: 1.4505
Epoch [   44/   50] | d_loss: 0.8513 | g_loss: 1.9048
Epoch [   44/   50] | d_loss: 1.0147 | g_loss: 2.6732
Epoch [   44/   50] | d_loss: 0.9921 | g_loss: 1.6125
Epoch [   44/   50] | d_loss: 0.9777 | g_loss: 1.7233
Epoch [   44/   50] | d_loss: 1.0148 | g_loss: 1.7184
Epoch [   44/   50] | d_loss: 0.9486 | g_loss: 1.6396
Epoch [   44/   50] | d_loss: 0.9382 | g_loss: 1.7003
Epoch [   44/   50] | d_loss: 0.9838 | g_loss: 1.4319
Epoch [   44/   50] | d_loss: 1.1200 | g_loss: 1.6301
Epoch [   44/   50] | d_loss: 0.9642 | g_loss: 1.5656
Epoch [   44/   50] | d_loss: 0.9559 | g_loss: 1.3188
Epoch [   44/   50] | d_loss: 0.9527 | g_loss: 1.2063
Epoch [   44/   50] | d_loss: 1.1134 | g_loss: 1.8406
Epoch [   44/   50] | d_loss: 1.0659 | g_loss: 1.7016
Epoch [   44/   50] | d_loss: 1.0316 | g_loss: 1.2698
Epoch [   45/   50] | d_loss: 1.1547 | g_loss: 1.5162
Epoch [   45/   50] | d_loss: 0.9998 | g_loss: 2.6038
Epoch [   45/   50] | d_loss: 1.0279 | g_loss: 1.2998
Epoch [   45/   50] | d_loss: 1.3781 | g_loss: 0.5538
Epoch [   45/   50] | d_loss: 1.5256 | g_loss: 1.7450
Epoch [   45/   50] | d_loss: 0.8302 | g_loss: 2.3667
Epoch [   45/   50] | d_loss: 1.3209 | g_loss: 1.5895
Epoch [   45/   50] | d_loss: 0.8861 | g_loss: 1.9903
Epoch [   45/   50] | d_loss: 0.8740 | g_loss: 1.9192
Epoch [   45/   50] | d_loss: 0.9938 | g_loss: 1.1342
Epoch [   45/   50] | d_loss: 0.9690 | g_loss: 1.1377
Epoch [   45/   50] | d_loss: 1.0684 | g_loss: 1.0895
Epoch [   45/   50] | d_loss: 1.0147 | g_loss: 1.0887
Epoch [   45/   50] | d_loss: 0.9686 | g_loss: 2.2117
Epoch [   45/   50] | d_loss: 0.9814 | g_loss: 1.7374
Epoch [   45/   50] | d_loss: 0.8784 | g_loss: 2.0512
Epoch [   45/   50] | d_loss: 0.9478 | g_loss: 1.8513
Epoch [   45/   50] | d_loss: 1.0835 | g_loss: 1.4647
Epoch [   45/   50] | d_loss: 0.9580 | g_loss: 1.3956
Epoch [   45/   50] | d_loss: 1.0935 | g_loss: 1.6246
Epoch [   45/   50] | d_loss: 0.9640 | g_loss: 1.2836
Epoch [   45/   50] | d_loss: 1.4891 | g_loss: 0.8637
Epoch [   45/   50] | d_loss: 1.0203 | g_loss: 1.3013
Epoch [   45/   50] | d_loss: 0.8911 | g_loss: 1.5637
Epoch [   45/   50] | d_loss: 1.1456 | g_loss: 1.1208
Epoch [   45/   50] | d_loss: 1.1246 | g_loss: 1.4009
Epoch [   45/   50] | d_loss: 0.8947 | g_loss: 2.5553
Epoch [   45/   50] | d_loss: 0.9280 | g_loss: 1.2084
Epoch [   45/   50] | d_loss: 0.9167 | g_loss: 1.8356
Epoch [   45/   50] | d_loss: 0.9818 | g_loss: 1.8284
Epoch [   45/   50] | d_loss: 1.1527 | g_loss: 1.9817
Epoch [   45/   50] | d_loss: 1.0704 | g_loss: 1.7385
Epoch [   45/   50] | d_loss: 0.9547 | g_loss: 1.5999
Epoch [   45/   50] | d_loss: 0.9757 | g_loss: 1.6545
Epoch [   45/   50] | d_loss: 0.8345 | g_loss: 1.9787
Epoch [   45/   50] | d_loss: 1.4705 | g_loss: 1.7181
Epoch [   46/   50] | d_loss: 1.0272 | g_loss: 2.1475
Epoch [   46/   50] | d_loss: 0.9162 | g_loss: 2.0315
Epoch [   46/   50] | d_loss: 0.9979 | g_loss: 1.5355
Epoch [   46/   50] | d_loss: 0.9855 | g_loss: 1.9815
Epoch [   46/   50] | d_loss: 0.7903 | g_loss: 1.9700
Epoch [   46/   50] | d_loss: 0.8795 | g_loss: 1.5351
Epoch [   46/   50] | d_loss: 0.9722 | g_loss: 1.5289
Epoch [   46/   50] | d_loss: 1.2663 | g_loss: 1.1732
Epoch [   46/   50] | d_loss: 1.0014 | g_loss: 1.4443
Epoch [   46/   50] | d_loss: 1.1072 | g_loss: 1.4070
Epoch [   46/   50] | d_loss: 1.0749 | g_loss: 1.5163
Epoch [   46/   50] | d_loss: 1.1739 | g_loss: 0.8068
Epoch [   46/   50] | d_loss: 1.0448 | g_loss: 1.6051
Epoch [   46/   50] | d_loss: 0.8595 | g_loss: 1.1137
Epoch [   46/   50] | d_loss: 1.0189 | g_loss: 1.4256
Epoch [   46/   50] | d_loss: 0.9157 | g_loss: 1.5394
Epoch [   46/   50] | d_loss: 1.3983 | g_loss: 0.7020
Epoch [   46/   50] | d_loss: 0.8554 | g_loss: 1.9142
Epoch [   46/   50] | d_loss: 1.0271 | g_loss: 1.4135
Epoch [   46/   50] | d_loss: 0.9400 | g_loss: 1.7988
Epoch [   46/   50] | d_loss: 0.9290 | g_loss: 2.3133
Epoch [   46/   50] | d_loss: 1.0154 | g_loss: 2.4374
Epoch [   46/   50] | d_loss: 0.9829 | g_loss: 1.4750
Epoch [   46/   50] | d_loss: 1.0399 | g_loss: 1.7453
Epoch [   46/   50] | d_loss: 0.8375 | g_loss: 1.9196
Epoch [   46/   50] | d_loss: 1.0911 | g_loss: 2.0060
Epoch [   46/   50] | d_loss: 0.7689 | g_loss: 1.8330
Epoch [   46/   50] | d_loss: 1.0538 | g_loss: 0.7843
Epoch [   46/   50] | d_loss: 0.9637 | g_loss: 2.0269
Epoch [   46/   50] | d_loss: 1.1107 | g_loss: 1.3284
Epoch [   46/   50] | d_loss: 0.9478 | g_loss: 1.0617
Epoch [   46/   50] | d_loss: 0.9001 | g_loss: 2.2843
Epoch [   46/   50] | d_loss: 1.3183 | g_loss: 1.4869
Epoch [   46/   50] | d_loss: 1.2584 | g_loss: 1.7616
Epoch [   46/   50] | d_loss: 0.9660 | g_loss: 2.3697
Epoch [   46/   50] | d_loss: 0.9521 | g_loss: 2.0943
Epoch [   47/   50] | d_loss: 0.9557 | g_loss: 1.7258
Epoch [   47/   50] | d_loss: 0.9791 | g_loss: 1.4280
Epoch [   47/   50] | d_loss: 0.9486 | g_loss: 1.6385
Epoch [   47/   50] | d_loss: 1.0134 | g_loss: 1.7190
Epoch [   47/   50] | d_loss: 0.8351 | g_loss: 1.4293
Epoch [   47/   50] | d_loss: 0.9055 | g_loss: 1.6313
Epoch [   47/   50] | d_loss: 0.8175 | g_loss: 1.7955
Epoch [   47/   50] | d_loss: 0.9452 | g_loss: 0.7842
Epoch [   47/   50] | d_loss: 0.9956 | g_loss: 2.0225
Epoch [   47/   50] | d_loss: 0.9378 | g_loss: 2.1216
Epoch [   47/   50] | d_loss: 0.9858 | g_loss: 1.9573
Epoch [   47/   50] | d_loss: 1.0341 | g_loss: 1.8962
Epoch [   47/   50] | d_loss: 0.8781 | g_loss: 1.8027
Epoch [   47/   50] | d_loss: 1.0534 | g_loss: 0.7228
Epoch [   47/   50] | d_loss: 1.1668 | g_loss: 1.8498
Epoch [   47/   50] | d_loss: 1.1190 | g_loss: 0.9230
Epoch [   47/   50] | d_loss: 0.8726 | g_loss: 1.1255
Epoch [   47/   50] | d_loss: 1.6274 | g_loss: 0.8328
Epoch [   47/   50] | d_loss: 0.9957 | g_loss: 1.4364
Epoch [   47/   50] | d_loss: 0.8815 | g_loss: 2.3787
Epoch [   47/   50] | d_loss: 0.9873 | g_loss: 1.6899
Epoch [   47/   50] | d_loss: 0.7811 | g_loss: 1.3534
Epoch [   47/   50] | d_loss: 1.0556 | g_loss: 1.3625
Epoch [   47/   50] | d_loss: 1.2571 | g_loss: 2.6740
Epoch [   47/   50] | d_loss: 1.0067 | g_loss: 1.7577
Epoch [   47/   50] | d_loss: 1.0257 | g_loss: 2.6185
Epoch [   47/   50] | d_loss: 1.0079 | g_loss: 1.9727
Epoch [   47/   50] | d_loss: 0.9496 | g_loss: 1.6155
Epoch [   47/   50] | d_loss: 0.8959 | g_loss: 1.7044
Epoch [   47/   50] | d_loss: 0.8679 | g_loss: 2.1525
Epoch [   47/   50] | d_loss: 1.0741 | g_loss: 1.3070
Epoch [   47/   50] | d_loss: 1.0725 | g_loss: 1.6033
Epoch [   47/   50] | d_loss: 0.9807 | g_loss: 1.4567
Epoch [   47/   50] | d_loss: 1.5688 | g_loss: 1.0529
Epoch [   47/   50] | d_loss: 1.1918 | g_loss: 1.3913
Epoch [   47/   50] | d_loss: 0.9280 | g_loss: 1.8173
Epoch [   48/   50] | d_loss: 1.0293 | g_loss: 2.5166
Epoch [   48/   50] | d_loss: 1.0378 | g_loss: 1.9559
Epoch [   48/   50] | d_loss: 0.9940 | g_loss: 1.5490
Epoch [   48/   50] | d_loss: 0.9973 | g_loss: 0.8199
Epoch [   48/   50] | d_loss: 0.9593 | g_loss: 1.7614
Epoch [   48/   50] | d_loss: 0.9014 | g_loss: 1.8076
Epoch [   48/   50] | d_loss: 1.1347 | g_loss: 1.3348
Epoch [   48/   50] | d_loss: 1.0989 | g_loss: 1.6467
Epoch [   48/   50] | d_loss: 0.8922 | g_loss: 1.4674
Epoch [   48/   50] | d_loss: 1.0000 | g_loss: 1.4995
Epoch [   48/   50] | d_loss: 0.8549 | g_loss: 2.1124
Epoch [   48/   50] | d_loss: 0.9443 | g_loss: 1.8187
Epoch [   48/   50] | d_loss: 0.8471 | g_loss: 1.9432
Epoch [   48/   50] | d_loss: 1.0756 | g_loss: 1.1870
Epoch [   48/   50] | d_loss: 1.0947 | g_loss: 1.6210
Epoch [   48/   50] | d_loss: 0.7956 | g_loss: 1.4934
Epoch [   48/   50] | d_loss: 0.9395 | g_loss: 1.3053
Epoch [   48/   50] | d_loss: 0.8148 | g_loss: 1.9859
Epoch [   48/   50] | d_loss: 1.0717 | g_loss: 1.7125
Epoch [   48/   50] | d_loss: 0.9930 | g_loss: 1.6698
Epoch [   48/   50] | d_loss: 1.1372 | g_loss: 1.2917
Epoch [   48/   50] | d_loss: 1.1804 | g_loss: 2.1688
Epoch [   48/   50] | d_loss: 1.0367 | g_loss: 1.4446
Epoch [   48/   50] | d_loss: 1.2458 | g_loss: 1.3410
Epoch [   48/   50] | d_loss: 1.1131 | g_loss: 1.0766
Epoch [   48/   50] | d_loss: 1.0652 | g_loss: 0.8446
Epoch [   48/   50] | d_loss: 1.0369 | g_loss: 1.0782
Epoch [   48/   50] | d_loss: 0.9922 | g_loss: 2.0534
Epoch [   48/   50] | d_loss: 1.0178 | g_loss: 1.5506
Epoch [   48/   50] | d_loss: 1.0111 | g_loss: 1.9473
Epoch [   48/   50] | d_loss: 0.8994 | g_loss: 1.8410
Epoch [   48/   50] | d_loss: 1.0154 | g_loss: 0.9592
Epoch [   48/   50] | d_loss: 1.0319 | g_loss: 1.3075
Epoch [   48/   50] | d_loss: 0.9131 | g_loss: 1.8280
Epoch [   48/   50] | d_loss: 1.2833 | g_loss: 1.4052
Epoch [   48/   50] | d_loss: 0.9976 | g_loss: 1.7782
Epoch [   49/   50] | d_loss: 1.1251 | g_loss: 1.4410
Epoch [   49/   50] | d_loss: 1.1405 | g_loss: 1.7843
Epoch [   49/   50] | d_loss: 0.9942 | g_loss: 1.4728
Epoch [   49/   50] | d_loss: 1.1074 | g_loss: 1.4411
Epoch [   49/   50] | d_loss: 1.0269 | g_loss: 1.6028
Epoch [   49/   50] | d_loss: 1.0635 | g_loss: 0.9062
Epoch [   49/   50] | d_loss: 0.8351 | g_loss: 1.7807
Epoch [   49/   50] | d_loss: 1.2353 | g_loss: 1.7964
Epoch [   49/   50] | d_loss: 0.9026 | g_loss: 2.2554
Epoch [   49/   50] | d_loss: 1.0217 | g_loss: 0.8436
Epoch [   49/   50] | d_loss: 1.0430 | g_loss: 1.8619
Epoch [   49/   50] | d_loss: 0.9819 | g_loss: 1.5751
Epoch [   49/   50] | d_loss: 0.9145 | g_loss: 1.7355
Epoch [   49/   50] | d_loss: 1.1050 | g_loss: 0.9298
Epoch [   49/   50] | d_loss: 1.0362 | g_loss: 1.4340
Epoch [   49/   50] | d_loss: 1.1115 | g_loss: 1.5982
Epoch [   49/   50] | d_loss: 0.9992 | g_loss: 2.5409
Epoch [   49/   50] | d_loss: 0.8461 | g_loss: 1.1077
Epoch [   49/   50] | d_loss: 1.0988 | g_loss: 2.3118
Epoch [   49/   50] | d_loss: 0.9575 | g_loss: 1.4992
Epoch [   49/   50] | d_loss: 0.9403 | g_loss: 1.8087
Epoch [   49/   50] | d_loss: 0.9745 | g_loss: 2.4391
Epoch [   49/   50] | d_loss: 0.8874 | g_loss: 2.2631
Epoch [   49/   50] | d_loss: 1.1189 | g_loss: 1.9680
Epoch [   49/   50] | d_loss: 1.2887 | g_loss: 0.9400
Epoch [   49/   50] | d_loss: 0.9205 | g_loss: 1.0766
Epoch [   49/   50] | d_loss: 1.0519 | g_loss: 1.7542
Epoch [   49/   50] | d_loss: 0.8785 | g_loss: 1.0553
Epoch [   49/   50] | d_loss: 0.8001 | g_loss: 2.7441
Epoch [   49/   50] | d_loss: 0.9318 | g_loss: 1.9234
Epoch [   49/   50] | d_loss: 0.9482 | g_loss: 1.3476
Epoch [   49/   50] | d_loss: 1.0779 | g_loss: 1.3038
Epoch [   49/   50] | d_loss: 1.0573 | g_loss: 1.8467
Epoch [   49/   50] | d_loss: 1.1010 | g_loss: 1.2580
Epoch [   49/   50] | d_loss: 1.0985 | g_loss: 1.4736
Epoch [   49/   50] | d_loss: 0.9489 | g_loss: 2.1231
Epoch [   50/   50] | d_loss: 0.9181 | g_loss: 1.8457
Epoch [   50/   50] | d_loss: 0.7579 | g_loss: 2.0232
Epoch [   50/   50] | d_loss: 0.9805 | g_loss: 1.4889
Epoch [   50/   50] | d_loss: 0.8781 | g_loss: 1.6066
Epoch [   50/   50] | d_loss: 0.9860 | g_loss: 2.0561
Epoch [   50/   50] | d_loss: 0.8055 | g_loss: 1.7239
Epoch [   50/   50] | d_loss: 0.9063 | g_loss: 1.1747
Epoch [   50/   50] | d_loss: 1.0082 | g_loss: 0.9903
Epoch [   50/   50] | d_loss: 1.1194 | g_loss: 0.9447
Epoch [   50/   50] | d_loss: 0.9575 | g_loss: 2.0462
Epoch [   50/   50] | d_loss: 1.0480 | g_loss: 1.3536
Epoch [   50/   50] | d_loss: 0.9483 | g_loss: 1.8560
Epoch [   50/   50] | d_loss: 0.9187 | g_loss: 1.6534
Epoch [   50/   50] | d_loss: 0.8374 | g_loss: 1.8105
Epoch [   50/   50] | d_loss: 1.0227 | g_loss: 2.6256
Epoch [   50/   50] | d_loss: 1.1263 | g_loss: 1.3979
Epoch [   50/   50] | d_loss: 0.9916 | g_loss: 1.6238
Epoch [   50/   50] | d_loss: 0.9994 | g_loss: 2.0797
Epoch [   50/   50] | d_loss: 0.9981 | g_loss: 2.1911
Epoch [   50/   50] | d_loss: 1.0539 | g_loss: 1.9454
Epoch [   50/   50] | d_loss: 0.8350 | g_loss: 1.6950
Epoch [   50/   50] | d_loss: 1.1087 | g_loss: 1.7391
Epoch [   50/   50] | d_loss: 0.9838 | g_loss: 1.8102
Epoch [   50/   50] | d_loss: 0.9132 | g_loss: 1.4516
Epoch [   50/   50] | d_loss: 0.8387 | g_loss: 2.5229
Epoch [   50/   50] | d_loss: 1.0574 | g_loss: 1.0223
Epoch [   50/   50] | d_loss: 0.8974 | g_loss: 1.6299
Epoch [   50/   50] | d_loss: 0.8725 | g_loss: 1.6625
Epoch [   50/   50] | d_loss: 1.0189 | g_loss: 1.3205
Epoch [   50/   50] | d_loss: 1.0970 | g_loss: 1.2736
Epoch [   50/   50] | d_loss: 0.9705 | g_loss: 1.2410
Epoch [   50/   50] | d_loss: 0.9301 | g_loss: 1.8847
Epoch [   50/   50] | d_loss: 0.9581 | g_loss: 1.6359
Epoch [   50/   50] | d_loss: 0.8926 | g_loss: 1.4167
Epoch [   50/   50] | d_loss: 0.8682 | g_loss: 1.8924
Epoch [   50/   50] | d_loss: 1.0527 | g_loss: 1.2902

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f90905b2a20>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)
    

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

Size of the images provided to the model are less in resolution so we couldn't extract much features away to generate proper fakes.

To get better output from the model i.e generating faces we should provide model with higher resolution images.

By adding more convolutional layer will increase the efficiency of the model. Deeper the layer is more complex feature it can extract/learn from input provided.

As I'm getting almost same results right from epoch = 5 with minor differences tuning the hyperparameters might help to get even a better accuracy.

The number of epochs when increased will most likely will be helpful.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.